{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 348,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import signal \n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading the Data\n",
    "train_data = np.load('train_data.npy')\n",
    "test_data = np.load('test_data.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Turning the data into Dataframe\n",
    "train_df = pd.DataFrame(train_data)\n",
    "test_df = pd.DataFrame(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.795</td>\n",
       "      <td>0.660</td>\n",
       "      <td>0.570</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.710</td>\n",
       "      <td>0.860</td>\n",
       "      <td>0.905</td>\n",
       "      <td>1.065</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.780</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0.545</td>\n",
       "      <td>0.335</td>\n",
       "      <td>0.110</td>\n",
       "      <td>-0.115</td>\n",
       "      <td>-0.125</td>\n",
       "      <td>-0.145</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>3</th>\n",
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       "      <td>0.355</td>\n",
       "      <td>0.415</td>\n",
       "      <td>0.450</td>\n",
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       "      <td>0.440</td>\n",
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       "      <td>0.330</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.640</td>\n",
       "      <td>-0.580</td>\n",
       "      <td>-0.570</td>\n",
       "      <td>-0.525</td>\n",
       "      <td>-0.535</td>\n",
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       "      <td>-0.645</td>\n",
       "      <td>-0.620</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>-0.150</td>\n",
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       "      <td>0.005</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>1.0</td>\n",
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       "<p>5 rows × 10001 columns</p>\n",
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       "       0      1      2      3      4      5      6      7      8      9  ...  \\\n",
       "0 -0.065 -0.050  0.000  0.070  0.135  0.160  0.135  0.095  0.025 -0.055  ...   \n",
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       "2  1.075  0.960  0.795  0.660  0.570  0.575  0.710  0.860  0.905  1.065  ...   \n",
       "3  0.215  0.240  0.355  0.415  0.450  0.480  0.445  0.440  0.340  0.330  ...   \n",
       "4 -0.150 -0.105 -0.075 -0.060 -0.050 -0.090 -0.080 -0.105 -0.140 -0.150  ...   \n",
       "\n",
       "    9991   9992   9993   9994   9995   9996   9997   9998   9999  label  \n",
       "0 -0.060 -0.005  0.060  0.075  0.035 -0.005 -0.045 -0.100 -0.090    0.0  \n",
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       "4 -0.055 -0.050 -0.045 -0.035  0.005  0.020  0.015  0.005 -0.005    1.0  \n",
       "\n",
       "[5 rows x 10001 columns]"
      ]
     },
     "execution_count": 351,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Change the label column index\n",
    "train_df['label'] = train_df[10000] \n",
    "train_df = train_df.drop(columns=[10000]);\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "metadata": {},
   "outputs": [],
   "source": [
    "# the function which processes the train data\n",
    "import preprocessing \n",
    "\n",
    "def process_data(df):\n",
    "    processed_df = pd.DataFrame()\n",
    "    for i in range (len(df)):\n",
    "        test = df.iloc[i]\n",
    "        test_label = int(test['label'])\n",
    "        test = test[0:len(test)-1]\n",
    "        # test = preprocessing.filter_signal(test,cutoff = [5,15] , sample_rate= 500 ,order= 6 , filtertype='bandpass')\n",
    "        test = preprocessing.filter_signal(test,cutoff = .2 , sample_rate= 500 ,order= 2 , filtertype='highpass')\n",
    "        test = preprocessing.filter_signal(test,cutoff = 20 , sample_rate= 500 ,order= 2 , filtertype='lowpass')\n",
    "        p_test = pd.Series(test)\n",
    "        label = pd.Series([test_label], index = ['label'])\n",
    "        label = pd.to_numeric(label, downcast='integer')\n",
    "        p_test = p_test.append(label)\n",
    "        processed_df = processed_df.append(p_test, ignore_index=True)\n",
    "    return processed_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>136</th>\n",
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       "      <td>-0.089273</td>\n",
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       "      <td>0.019823</td>\n",
       "      <td>0.021038</td>\n",
       "      <td>0.020870</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.193902</td>\n",
       "      <td>0.189612</td>\n",
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       "      <td>0.161337</td>\n",
       "      <td>0.147291</td>\n",
       "      <td>0.131767</td>\n",
       "      <td>0.115602</td>\n",
       "      <td>39.0</td>\n",
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       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>-0.101981</td>\n",
       "      <td>-0.064838</td>\n",
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       "      <td>0.004348</td>\n",
       "      <td>0.030832</td>\n",
       "      <td>0.049847</td>\n",
       "      <td>0.061751</td>\n",
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       "      <td>0.079364</td>\n",
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       "      <td>0.663189</td>\n",
       "      <td>0.614955</td>\n",
       "      <td>0.562019</td>\n",
       "      <td>0.504704</td>\n",
       "      <td>0.444007</td>\n",
       "      <td>0.381568</td>\n",
       "      <td>0.319530</td>\n",
       "      <td>40.0</td>\n",
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       "      <th>140</th>\n",
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       "      <td>0.283026</td>\n",
       "      <td>0.356651</td>\n",
       "      <td>0.414143</td>\n",
       "      <td>0.455361</td>\n",
       "      <td>0.481794</td>\n",
       "      <td>0.496703</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.597030</td>\n",
       "      <td>-0.597331</td>\n",
       "      <td>-0.587102</td>\n",
       "      <td>-0.566425</td>\n",
       "      <td>-0.536631</td>\n",
       "      <td>-0.499739</td>\n",
       "      <td>-0.458004</td>\n",
       "      <td>-0.413605</td>\n",
       "      <td>-0.368311</td>\n",
       "      <td>40.0</td>\n",
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       "<p>5 rows × 10001 columns</p>\n",
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      "text/plain": [
       "            0         1         2         3         4         5         6  \\\n",
       "136 -0.073582 -0.079355 -0.084750 -0.089550 -0.093635 -0.096973 -0.099612   \n",
       "137 -0.035270 -0.023470 -0.012138 -0.001803  0.007177  0.014653  0.020644   \n",
       "138 -0.018808 -0.011246 -0.004004  0.002654  0.008524  0.013443  0.017255   \n",
       "139 -0.101981 -0.064838 -0.028345  0.004348  0.030832  0.049847  0.061751   \n",
       "140 -0.127746 -0.014425  0.094426  0.194744  0.283026  0.356651  0.414143   \n",
       "\n",
       "            7         8         9  ...      9991      9992      9993  \\\n",
       "136 -0.101639 -0.103128 -0.104119  ... -0.013845 -0.012582 -0.011377   \n",
       "137  0.025289  0.028784  0.031339  ... -0.150701 -0.138724 -0.128578   \n",
       "138  0.019823  0.021038  0.020870  ...  0.195630  0.193902  0.189612   \n",
       "139  0.068671  0.073690  0.079364  ...  0.747402  0.707048  0.663189   \n",
       "140  0.455361  0.481794  0.496703  ... -0.597030 -0.597331 -0.587102   \n",
       "\n",
       "         9994      9995      9996      9997      9998      9999  label  \n",
       "136 -0.010257 -0.009346 -0.008807 -0.008770 -0.009244 -0.010066   38.0  \n",
       "137 -0.119849 -0.112310 -0.105749 -0.099880 -0.094426 -0.089273   39.0  \n",
       "138  0.182735  0.173274  0.161337  0.147291  0.131767  0.115602   39.0  \n",
       "139  0.614955  0.562019  0.504704  0.444007  0.381568  0.319530   40.0  \n",
       "140 -0.566425 -0.536631 -0.499739 -0.458004 -0.413605 -0.368311   40.0  \n",
       "\n",
       "[5 rows x 10001 columns]"
      ]
     },
     "execution_count": 353,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# you can see the processed data below\n",
    "pdata = process_data(train_df)\n",
    "processed_train_data = pd.DataFrame(pdata)\n",
    "processed_train_data.tail()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [],
   "source": [
    "# A function to plot the raw data + processed data\n",
    "\n",
    "def plot_signal(df, index):\n",
    "\n",
    "    row = df.iloc[index]\n",
    "    p_row = processed_train_data.iloc[index]\n",
    "    signal_label = (row['label'])\n",
    "    row = row[:len(row) - 1]\n",
    "    p_row = p_row[:len(p_row) - 1]\n",
    "\n",
    "    fig, (ax1, ax2) = plt.subplots(2, sharex=True, figsize=(20, 8))\n",
    "    fig.suptitle(f'         Label : {int(signal_label)}')\n",
    "    ax1.plot(row, color ='black' , linewidth=.5,)\n",
    "    ax2.plot(p_row, color ='blue' , linewidth=.5)\n",
    "    ax1.set( title='Raw Data')\n",
    "    ax2.set( title='Processed Data')\n",
    "    plt.grid()\n",
    "    # plt.savefig(f\"train_{index}_{signal_label:.0f}.png\")\n",
    "    # plt.close(fig)\n",
    "    plt.show() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fffRRpovgS/xihHnZm4DJDBxudnDg5bbPdZDxA0899VSmi1Aj/GKfMLUnXb2oTtLXjjBCiN5CiHlCiHk7duxIcbEYpmYYhsGdJJNRAoGApw11pubws2X8CoebHfh43UvHL95sbEMe3Dz55JO+HOc5J9HBQ7pG8o0AWkmvDweg3T/TMIyRhmF0MAyjQ9OmTdNSOIZJlGg0yp3kQcDSpUszXQRbvJ4Xgqk5flmp88NEjEkvfpmgd+nSxdPJl72Ol8ceP4SbBYNBtiEPcvzgDa6DcxIdPKRLJJoC4LZ9u5ydA2CvYRhb0nRthkk6LBIdHLRt2zbTRbCFRaIDF7+IRAyj4pdQnzlz5nCi2xri9bHHD3WQRSLGr2IL2ycHD6FknEQIMQ5AJwBNhBAbAQwEkAUAhmG8DmAagMsBrAJQCqBnMq7LMJnCMAwe4JmM4tdVKCY+fjHCvDxRZDKDX8LNcnNzUVFRkeli+BKvh8P6wZvN6/eQST0UtpWVlZXpoiQE254HD0kRiQzDuCnO5waAu5JxLYbxAtFolDtJJqN4fTWXqTl+EYkYRsUPE3QAyMnJ4XCzGuL1nCR+CDfjPj65+NEW8qs3mV89oJjE8f5yD8N4EA43YzINi0QHLn6ZQHh9IsakHz+E+gDVIhF7EtUMr/dPfqiDXr+HfsMv4rSMX8UWr4vETPLwdi/KpIRoNMqTy1rC4WZMpmGR6MCFJxCMX/FLuJnXRSIv22le75/8IBh4/R76DT8Igyp+FVv8Km4xieOvFsUkhbvvvhuffPJJpovhazjcjMk0Xs9p4OWyeR2eQDAq3377LQoKCjJdjLj4YYIOeF8kGjhwIN55551MF0OL1yeJfgg347wuycUv/Y6M19uRHWyfHDywSHQQsmnTJm7gtcQv4Wa///57povgW7wucnjdyPT6/fMyfjHC+Bmnj3/961/48ccfM12MuPhlRd/rIlFlZSW2bPHmJsBe94DwQx30+iKP3/DDM1fxejuywy/2CVN7/NWimKRQVlaG3NzcTBfD1/gl3OzEE09EaWlppouhZdu2bXjhhRcyXQxbvL4a6XUj0+tG2wMPPJDpItjCRhijkp+fj7KyskwXIy4cbpYcvPy8ve4B4QevEu7jk4tf+h0Zr7cjO/wqbjGJ468WxSSF8vJy5OXlZboYvsYv4WZe3uZ37dq1+PDDDzNdDFu8bnR43ZPI64b60KFDM10EW/wygfDy82Uyg9fbPeF1kSgvL8+zCzxe75+8vsADeP8e+g2/9DsyfhVb/CpuMYnj3RkQkzIqKyuRlZWV6WL4Gr+Em3l5i82ysjJPi5WRSMTTIpHX8bonkZfhCQSj4pdE9X5p934QibzqSeT1/skPddDrizx+ww/PXMXL9rkTXm//TPLwV4tikoLXw1QKCws9XT7AP+FmXh6EDMNAMBjMdDFs8YMnkZfbidfvn5fxixHm5fp3oOH19k74pd37QSQqLy/PdDG0eN0Dwg9eJV63w/2GH565il/GeRW/lptJHO+P5EzS8foA36FDB6xduzbTxXDEL+FmXhaJvD6oR6NRT4tYXp80ev35ehleZWZ0eLm9E35p97m5uZ4VYQBvi1heDzfhcLODD/YkSh9cdw8e/NWimKTg9QE+JycHJSUlmS6GIxxuVnu8Pqh7PdzM6/fP6+XzMl5utzJeFyoPJPxyr/3S7r0swhBeFTq8Pkn0Qx30+j30G37xYJTx+lzMDq87GjDJw18tikkKXm/g+fn5nk3YSLBIVHu8vuLsdU8iP9w/L5fPy/hFEPCrketH/FIn/DJZ87pI5OVFCq/bkH4Ye9hbNLn44ZmreL0d2eHleQWTXLw5AjEpxeuGfZ06dTzvSWQYhqfvIeHlztzrkwmvl8/rLvV+WM31Kn4RBHg1PH14ua3L+GWylp2djXA4nOli2OLlRQqv25BeHxsB7juTjR/tDS/b505wPq2DB3+1KCYpeF29zs/P97xIxJ5Etcfrg7qXV3IB7xvCfpksehG/GGG8Gp5e/FAnvN6vE6FQyPMikVfvo9cFDj/UQb/08X7Bj/aG18VWO7ze/pnk4e1elEkJXm/g9erVQ1FRUaaL4QiLRLXH64O6l1dyAe+LRH4w1L2Kn8QXL9fBAwm/eJd5WdyQycrKQlVVVaaLYYuX76PXbUiv2xaA9+8h8euvv2a6CK7wo73h9QV7O7juHjz4q0UxScHr6nX9+vU9LxJxuFnt8bIRDHi/fF43irx+/7yMXwQBJn14fdJL+GGCDlR7EnlZJPKyJ6vXJ7deX0AB/DPRPvXUUzNdBFf4pd+R8fpczA6uuwcPSRmBhBCXCSGWCyFWCSEe0XzeQAgxVQjxqxBisRCiZzKuy9QMrw/w9erVQ2FhYaaL4Qh7EtWeSCTiaU8dLxvpgPeNIq+Xz8twKAKj4hfh0OviNeF1O8jLIrvX+yc/1EE/eYv6AT88cxWv90F2+EUkYmpPrVuUECIIYDiALgDaArhJCNFWOewuAEsMw2gPoBOAl4QQ2bW9NlMzvK5eh0Ihz3ecfhGJvNyZV1VVIRQKZboYtnC4We3wo9HmFXgCwaj4RSTysrgh4/X76eX76PX+yQ8LFF4X2vyGl9uLHV6fi9nh5XkFk1yS0aLOArDKMIw1hmFUAngfwNXKMQaAeqK6164LYDcA7/r5HuB4Xb32ugECcLhZMohEIp4XibxsdHhdJPKDoe5VvD6BZTKDH+qEn9q9l8vpZU9brwscXh8bAZ5oJxs/9TuE1+didiRadysrK1FQUJDCEjGpIhkzoMMAbJBeb9z3nswrAE4EsBnAQgD9DMPQ1jAhRG8hxDwhxLwdO3YkoXiMitcHJ68bIIB/PIm8LBJVVVV51ggGvB9u5nVPHa+Xz8v4oQ9k0otfhENu98nBy56sXl/I80Md9LodDvhLePHDM1fxsn3uRKJ1d9KkSejTp08KS8SkimS0KF0PoloynQH8AqAlgFMBvCKEqK87mWEYIw3D6GAYRoemTZsmoXiMitddHL1ugAAsEiUD9iSqHV434LxePi/jhz6QSS9+EYm83m/6BS/fR6/XRT+MPX7o48PhsKdtNBk/PHMVr8/F7EhUJPL6gitjTzKe2kYAraTXh6PaY0imJ4CPjWpWAfgdwAlJuDZTA7zu4uiHVXTDMDx9Dwkvi0Re9yTy8kou4H2Xej+u7HkFP/SBTHrx+sSc8ONkzYt4WSTyuheM18dGwB99vNfzRsr40d7w+lzMjkQFzsWLF3valmbsSUaL+gnAsUKIo/clo74RwBTlmPUALgIAIURzAMcDWJOEazM1wOvqtR9WWKLRqOfLCHhbJPK6J5HXVz+8bgh7eZLjdfzQB/oZajten6TJeH1iTvhxsuZFvDz+eF3g8EMd9EN7rqqqQlZWVqaL4Qo/2hten4vZkWjdHTRokO+eDVNNrWdohmFUCSHuBjADQBDAW4ZhLBZC9N33+esAngHwthBiIarD0x42DGNnba/N1Aw/qNdeNkAADjdLBl5fpWJPotrBHgU1x28Cht+gtu31Ni7jlwmFHydrXsTLddPrIrYfxh6/iERerYMqfnjmKn6Yi+moiUic7jEhEon4rj54kaTM0AzDmAZgmvLe69LfmwFcmoxrMbXHy8IB4O0dRwi/dO5enmx63QDx+mTH66ulXi+fl/H6Sr3fMQzDdyKRHyaVgD8na17Ey+OP1/snry+gAP5oz15fyJPxo73h9bmYHTWpu+l+Nn7ygvMy/mpRTFLwsnDgF/yyqutlY47DzWqH1ydjXi+fl/H6Sr3fIZHIq32jDr8sTPhxsuZFvNx/er1/8kMd9Po9BKoTV/tlou3l9mKHX+YRKjURidL9O72+CO0XvN2LMinBy8KBX/CLwe5lQ8TrnbjXvQy8vlrqB0Pdq7CQn1rkcDO/4Jfy0mSN62/t8PKk1+s2pJfvHeH1ewj4yxvDj/aGX+YRKn4Qibxuv/sFf7UoJil4WTjwC35xE/Wyse51TyIvu/sD3heJ/GCoexU/TCD8jBxu5hf8EJ4CVLf7OXPmYO7cuZkuiq8RQni2//S6Den1sRHwR3v2U7iZH+0Nv41BRE3qbrrtGT/WBy/i3RkQkzJ4AlJ7/HIPvVxOrxsgXg838/rKmZdFNq+2CcLrkzC/41eRyA8LE9S22EA/cPGyXQF4f2wE/CUSeflZE3545ip+6dNV/CAS+bE+eBG+gwchPAGpPX4YNAFvP2sON6sdXl8p8fIg7fX262UPwAMBatt+usd+EbWi0Shuu+02NG7cONNFYVKEl+0KwPtjI+D9ewhU22g5OTm+EDL88MxV/NKnq/hBJPJjffAi3rTgmZTCE5CDBy+v+HlZRAC87QlDeHkQ9PIg7fW65+V2eyDgV08iP5Q3Go2ibt26vigrUzO8bkP6JdzMy/cQqPamzs3NRTgcznRR4uIHe02FPYlSh9dtPL/Ad/AgxA+Dk9fxugFC+GG1yqt4PdzM63h5kPaygAVwu001hmEgFAr56h77ZULhRwGOSQyvC5ZeHnsIr99DoHqc9Es/6YdnruKX3KYqfhCJvG7j+QXvJgRhUgZPQGqPH1aqaNBkQbBm+HFlykt4eZD2evvldpta/Li7mR8mlcD+iSXX3wMXr3sSeXnsIfzQnv3Ulv3wzFX8NgYRbuvunDlzsHTpUgDsSeRX+A4ehHh9AuK3jt6rRCIRZGVl+XIQ8gIsEtUOLw/SXi4bwEJ+qvGjgO6XCYUfBTgmMbzedry+CAD4RyTyS1v2+piuwy/eoSpu6+7q1asxatQoAECzZs1SXSwLfhQNvYi/WhSTFHgCUnv80PmEw2FkZWV52pjzMpFIxNOJq72Ol0U2rxsQXl+p9zscbpY6ONzswMfrNqQfBAOv30Og2gbykyeR15+5ih/7yUT691AohGXLluHkk09G27Zt01C6/fixPngRvoMHIV5fBQK8v/uQ18sHVO9MkZ2d7YuyehGv727mdbwsxHh9EuGHPtrP+GmFnPCD5wHgrxAVpmZ4vX/y8thDeP0eAv7KSeSHZ67iF+FfJpE6EQqFEA6HEY1GOdzMp/AdPAjxwwoGU3s43Kx28EpE7fBySI/XDUruo1OLH71d/FJePwpwTGJ4vX/icLPk4CfB14+igB8TVycqElVWVmZEJPK6jecX/NWimKTg9VAGPwzwXi8f4K8B3ovQ7mZ8/2oGTRa9eP+8LGAB3u+j/Y4fRSK/1Am6t34oK1MzvNx3Av4QDPwiEvmln/SjKOCXeysTjUaRlZWFcDgc99hQKISqqioYhpH23+mHPsAP8B08CPH6AO8H/HD//DTAexE/xeN7Ecr74sWVMq/npOE+OrV4WcD0O34KUWFqhtc9ifwgGHj9HgL+Wmj0oyjgx3CzN954Ax988AHKy8vjHhsKVW+gzp5E/iUpLUoIcZkQYrkQYpUQ4hGbYzoJIX4RQiwWQnyTjOsyNcMPgxNTe3giVDvC4TByc3P5/tUQL08WvS6gch+dWvzoSeQXvN62mNrj9cmXH7zR/bAQQJt3+KEtU3oAr99TGb/cW5kNGzZg/fr1rtpXJkUiP4qGXiRU2xMIIYIAhgO4BMBGAD8JIaYYhrFEOqYhgFcBXGYYxnohRHr3wmMs+K0j9SJeN0AAf60CeZHKykrk5ORwAusa4mVvHa+LBH4JLfIrXq6bfofDzZhM44cJol/CzfxiQ8qLUn6x1/zoSUQLWG7qBHsS+Z9k9KJnAVhlGMYawzAqAbwP4GrlmO4APjYMYz0AGIaxPQnXZWoIr1IfHPCKbu0Ih8O8O1wt8LInkddFAhbyUwv3jamD7y2TafwwQfSTSOT1cgLeH9N1+LGfJO8yN1AbzJQnkR/vr9dIhkh0GIAN0uuN+96TOQ5AIyHE10KI+UKI2+xOJoToLYSYJ4SYt2PHjiQUj1HhVeqDAz+tAnmRcDhsehIxiUP1z4srZV6fyLKQn1q8nrjcz3CYM5Np/BJu5vU+3k82pNfHdB1+9CQqKytDvXr1XLUvehbRaDTtz4USbPvt/nqNZIhEupqi9ighAGcAuAJAZwCPCyGO053MMIyRhmF0MAyjQ9OmTZNQPEbFD4MTU3v8OGh6iaqqKvYkqgVeXtnz+ioTC/mpxct10+/U5N6yIc8kEz+IRH5YCPCTDenljTLsCAaDviovAFx88cUYP368q2NlkSgTnkRZWVmoqqpK63UPNJIhEm0E0Ep6fTiAzZpjphuGUWIYxk4A3wJon4RrMzXA6yuoXi6bn/DTKpAX8ZOB5EW8fP+8blB6vY/2O16um34n0Xv766+/4vLLL09xqZiDCUpi7GX80Mf7yYb0U2gc4ccxSAiB+vXruzqW6k2mchKxJ1HtSUYv+hOAY4UQRwshsgHcCGCKcsxkAB2FECEhRD6AswEsTcK1mRrg9RUMr68AAf4Qstjtv3ZEIhHfGEhexMtCjNcNSq/30X7H655kfibRcSccDmPnzp0pLhVzMOEHTyI/ePSTDeT1cgLetjfs8GO4WSQScS3AesGTyG/312vUenczwzCqhBB3A5gBIAjgLcMwFgsh+u77/HXDMJYKIaYD+A1AFMCbhmEsqu21mZrh9cGTSQ68Wl47vC4keB0v3z+viwR+WGX2M15//n4m0XAzv4RclJWVIS8vL9PFYFzgdZHIL/2P3zyJsrKyPH9PZfw4zieyexw9C8MwMpaTiMPNaketRSIAMAxjGoBpynuvK6+HABiSjOsxTKbxsgFC+GmA9yLsiVU7vJz3xctlA9iTKNVw204diYrDb775pi/qepMmTVBSUpLpYjAu8Hq4mV8W8PxSTsDbG2UcSCTStjLtScT1ofZ4txdlGA/jh8mFnwZ4L+InV2sv4mVPIq+3DU5cnVr8spLvRxIV4F599VVfPIfS0tK0X5P7gZrhF08irz9bPy00en3h50DBLyIR5yRKDiwSMcwBip8GeC/C9692eHllz+siAU8OU4sfQxP8gtu2FYlEUFhYCABYvHhxOormOxLJWbJnzx7uM/bhdZHIywsoMl5fTJHxsr3hhN/arN9yEnG4We1gkYhhaoCXDRDCTwO8F/GLIedVvLyy5+WyAf7oX/wM942pw624/vXXX+PPf/5zegpVSwYPHpyR6yaSs+TMM8/EypUrU1wif8DhZsnBT5t3eH1Mt8NvY31VVZWrnESDBw/m3c0OALzbizIpIRqN+q5T8iJ+GDT9NMB7Eb5/tcPLhrCXy8akHr+Ee/gRt20rOzsb4XDYfL1gwYJUF63GDBgwICPXTTQ3Gdt21SSSXDcT+EXQ8NNCmV89ifxGOBxGTk5O3OMGDBhg8SRKdx3i3c2SA4tEBxleHzyZ5MHhUrXDD/fP62XzqtHm9XAzJrX4afLjN9y2rezsbFRUVJivhw0bluqimXi535RxG3a6du1aT/azmSKRkJhM4JdFCj/YQAT36enhzjvvRFZWlqtjKZw4k55EHG5WO7zbizIpwetuuH7BDyt2fjFEvArfv9rhZaPNLyu5bnjjjTewfPnyTBfDV3i5bvodtxPLYDCIn376yXydTmPeMAxf2EFuw806duyITZs2+WIynw68vhjqF09GP9lAB9KY7nVIJHrhhRewdetW2+PGjx8PgHc38zPeHyWZpMIi0cGDn1aBvEoiOSEygZfFSi9PxP1k/Mbjww8/xNq1azNdDF/h5brpd9y2LbXvkkPPUo1f7CC34WZCCIRCIV4134fX0yr4pf/xkw3J4WbpIxQKAQDeffdd7Nixw/a4GTNmAEBGngnnJEoO3h8lmaTiF+OIqT0H0kQ4UySaE4LZj5dXchINN+vQoUOKS1RzsrKy0LNnTyxcuDDTRfEN3DemDrdeEvLn2dnZqKysTHXRTGoqIsieT+nAbbhZIBBAKBRK6z1kao5f+h/Ky+j1cgLsSZQuBg4ciPr16wNwH7abCRuQdzdLDqwWHGR4PVabSR5+WgXyKol4Eu3duzfFpakd7777Lr7++uu0Xc/Lq6WJGpTz589PcYlqTjAYxJYtW1BSUpLpojhiGIaZoyDT+CXcw4+4bffyxCE/P9+SnyjV1DTc7KyzzkpBaexxO/6EQiEIIXDLLbekoVSJUVZWlnbxysteRIB/cuL5yYZkT6LM4KatRSIRTJo0CZMmTUp9gfbBnkTJgdWCgwyvx2ofqGRikKVn7fbay5Ytw9SpU1Ncqv0kek9efPHFFJXEnkQ8iZo0aZLi0lhJ5P7Nnj0bw4YNS6u3iZdX9mqykpvu+uf2+fqlP9+2bRtOPPHETBcDgLcFTL/jtm3JxntOTg6Hm2lwO/5kZ2fDMAwsXrw4DaVKjMGDB2dk7PYyidpmmbp/fvF4ArxtbzDAr7/+ip9//jlt1+PdzZKD90dJJqn4xThKhOnTp2e6CHE59thj0z54JTrAL1u2DG+88UaKS7WfRFf7+vfvn6KS2JOIJ1G63VoTuX+zZ8/GvHnzUF5ensISWfGygVmTldxM1D83UH4Ar1NRUeEZQYtFotTh1ktLNd7TaZf4xQ5yG27mdrehTNCgQQPs2rUr08XwFIkKGv3798/YQmMinkSLFi3Cxo0bU1wqPexJlH687GHGu5slB++PkgcBs2bNwpo1a9JyLb8YR4nQpUuXTBfBka5du2Lr1q1pDwdJdIDPzs5O62qulwcYIhFPokAg4FkDhSYR6Syf13MSeV0kcCMCdu/e3QzT8eJ9lqmsrER2dnamiwHA2wJmsnjggQewcuXKtF/X7WRNNt7pO+nCL3ZQIBBw7UlEeK1ON2jQwPOh2OlO/J9o/xMIBLBu3boUlyqWRMv52muvYeLEiSkulZ5Ehf9IJILNmzenuFTxScQO3rRpUwpLUjPcLla6FbyThZftTz/h/VHyIGDbtm0oKChIy7USzUm0a9cudhWuJV999RWi0WhGRKIDfSKUahIZ2LKysjybF4Z+QzoHaVrJcVv/ioqKMHjw4BSXqpoDpW3MmjXL9A7z+opZVVUVQqFQWoVoOxIN9/AjCxYsyMikwu29lY33dIfBe333KyIRTyI6zmvJq90KXZnCMAwcd9xxaV8gS0TQyMrKwtFHH53iUsVCiavd9pP5+fkZs4ESEQV2796Nfv364dxzz01DyZLH4YcfnvZrrl27NuE0Bbo+KN0iEeckSg4sEnmAysrKtA1QiRpja9euxXvvvZfCEvmTRDq7hg0boqKiAmVlZSksUSyJeBLt2rULM2bMwC+//IJFixaloXTeTy4JJGbgZmdno3HjxikuUc3IlEiUiBBTVlaGf//73ykuVTWJGule9TrIzs42jSA/iETLly/HJZdckumi+MKTrLZkylumJuFm9J10UZPE1ZkYr9yGO2dnZ5t1OZ0JwN3g9XE+EokgGo2iRYsWabtmomNjpsIJE/HO+eGHH7B169a027lEImUtKyvD8OHDPTFmum0f48aNS3FJ9GzevBnr169P6Ds5OTkx72XCk4jDzWqPNy3fg4xwOJy21Z9EDcdEcrIcbLi9L+RGn+7OKpHV8p9++gnDhg3D1q1b8fbbb6e+cAly/vnnAwB+++23tF7X7cB2/vnnIzs727MDUiZEokRW9iorK9G8efO0hZwkYqT/9ttvnsmlo5KTk2PWuUzUvUTqUyQSQVZWFrZt25bCErkj0dAE6n/8wptvvolvv/02IyJRTRJXZ8KTyO29oTqum/ikGjfhzldccQVKS0vN114UiUaPHo233nor00XREolEIITA7t2703bNRD0ZaVxMty2eyELjhAkT8Nlnn2Ws/iVib9AxXs7lpdK9e/eMCK6RSMR1vXvggQfwww8/aD9jTyJ/khQLQghxmRBiuRBilRDiEYfjzhRCRIQQ1yXjugcCr7zyCubPn59WT6JEDEfDMDy9EnTzzTdn5LpCCNf3hQaidIdZJDIRkjtvL66uf//99wCA9u3bp/W6bj2Jvv/+ezMvhBdFVSpTOp9tIvWPhIN0TRQTSVzdvn17z3oS5eXlmf2KVwVKoqqqCoFAwBP3MlGR6Pvvv0efPn1SXKrksWTJEgDe3lVT9STyak6ioqIiAEBubm4qi6TFzcRq3rx5lnvppXCzH374wVx0ojrpNaLRaNpzYtUk3AxI/7NNZDGFvDZKS0sz1u+4DW+nsdKriz9OpPvekqedm7IsX74cO3bsMF/LfWamPIlYJKodtbbWhBBBAMMBdAHQFsBNQoi2Nsc9D2BGba95IDFp0iRs2rQpbZ1/IjmJ9uzZg1GjRnl695xMhcIl0tmFQiEIITIiEtUk74YXRSIi3XXR7cAmT369OFnPpCeRm/pEgmu6jLZE8yWlOxTGLXl5eebYkYl651Yo37t3L0aNGgXAG7ux1SQn1ciRI1NYouRCdSgTBrJbAS7TnkRu626DBg0AZKbeuvHkDgQClt/iJU+ihQsX4ttvvwWAjIUhxePll1/OSOL0moSbpXN3UiAxTyLauOM///mPrTdJKknknlLfk8mxqCa2WCY2R4nnSST3PUIIzJo1y3wtP4twOGzxeEw1NdndbNiwYSkskT9JxpLeWQBWGYaxxjCMSgDvA7hac9w9AD4CsD0J1zxgMAwD4XAYl19+OYqLi1N+vURW0NauXYtXX33VE0a9n6EBPlPhZolM0gFvesIA1WVM98qPW0+i3Nxc8zgWiapJZEvadK/sUULORHMSpeP+JZIvJTc3N6MikVvWrFmD119/3VzdyzQHeuJq+l2ZqBM1EYn8kJMoE3XFTbhZTk6O5RgviUTyM/ZSuWT++c9/Akhv6FEinqzAfjEj3UJbIuNkIBDIeOhzouFmmfQkSjRKg8qaznu7cOFCbN261bbvU99XF1VV54fCwsLkF9KGmuxu1q9fvxSWyJ8kQyQ6DMAG6fXGfe+ZCCEOA3ANgNfjnUwI0VsIMU8IMU92WztQCQaDZsefjp1IElmxo4EhEyJRogbZ9u3p1R4T6dzp/qV7u81EVoFYJLK/ppv7kZOTk9GJmRNFRUXmCo5XPYnSvbKXiCeRLCakw8suES8HOdzMC9v52kHtNt1hRXYkGm7mN+h3XXfddRnpj9x4wKieRF4NNwPSHyoB7J9ExrtuTk6OZ8PN6B4Hg0FPpy0A0isSJSJSCyEyGm6WiCdRJhfKEunTqXyZ9iRKpE1kIm3FoEGDMHPmTNvnX1FRgb1795qvhRDafnXIkCEAgIKCgrTm300k3Myr855MkwyRSFfL1bv9MoCHDcOI+7QMwxhpGEYHwzA6NG3aNAnF8zbBYNB0IfWaJxE1mnXr1mHMmDGpLJblmonk+yGaN2+eohLVDkrWCgBdu3bNyO5Sbq4pH+O1zpIG/UAg4GlPIjI8vLDFt8ygQYPw8ssvp/26NTHavOhJJB+XDuPX7eQQsIab3XvvvZ5draf75xVPogN5d7P//ve/WLFiBYDqML9du3alvQxu+k0y3qmuezVxNYCEQxOTAU24nPqBwYMHA9iffBlIj8eO24kXTcJZJLJSk/oHeNsbPRgMmvUiE2GuiXiOPPHEEwAym7g60RBbSluRzjE+Go3CMAzt8/+///s//P777xgwYIDlfd1vevDBBwFUp1eZNGlSSsqqkujuZmVlZb7MUZVqkiESbQTQSnp9OAB1SbMDgPeFEGsBXAfgVSHEn5Nwbd8jexKlYwBIZHCiznbTpk1p2/EqkVV0wsvGxznnnGNZ4U93TG6izxrwnkhE7SITSW8T8STKpKu1E/Xq1UtrvSNqkiMgnSKRW08i+bh09tHx+rVZs2ahtLTUsjKXTu/bRHc2o+94xZMoExP/dPDOO+9gzZo15utMtH03YVJyv15RUYFdu3alLZdJonZGpupsvPs4ePDgmGNSPYksLi52fT/oOK8krHci3Ymr3d6P7OzsjHopu93hWM6X42VPokgkgokTJwLIvEiUSJug+pnOBXESiHTPf8+ePQCs95C8d5zwoifR9u3bccYZZ3jCNvEayei1fwJwrBDiaCFENoAbAUyRDzAM42jDMI4yDOMoABMA/N0wjElJuLbvyc7ONj2I0tGxJpK4mspTt27dtBmaNckV4GX1d8uWLZZOM51eJm6fdXl5ubnyDHhPJJJXnDPhSeTmfmRnZ5vlTOczdiNi0a5rADB//nzMnTs31cUC4H5lLxqN4oILLgDgvcTVF1xwgeW4RYsWpbxsVVVVroyVhx56COvWrbM8/3Ru4xyJRFw/L7kOeMEQSySMYtmyZWkoUfIoLy+3tPlMJAxOJNyMxLolS5bg2WefTUfxErYz3NaVZBOvfw8GgzF9bKonYeFw2EzmHQ9q69Fo1FInvUi6wx3dipSZFoncCL4ALO0pkwnz411bvoeZHIsSFYloHpHOhQ1VJFqxYkXM/c3Ly8OIESNQVVXlylM4XSJRIp5E4XAYGzdu9ISXs9eotUhkGEYVgLtRvWvZUgDjDcNYLIToK4ToW9vzH+jk5OSkVSRKxMWROgM5lCbVJNpxApnr6N0YjdTpkEGQzphyt896/vz5uP/++9NQopohhyJlIieR25AkIp2GnJuwDnng27VrFwoKClJdLACJrexRTrGSkhI89thjKS+b23Czr7/+2mJ4nnPOOWkrWzyEEJYJBJDeulcTkcgr4WaJeBKdeOKJ5t9e3aFJRa4TmRKJ3IabBQIB/O1vf0ODBg3SFkpRk1V8+j333HNPqooVQzyxLSsrK0ZISvU9TKTdE248DJLJU089lXAeqXQnrk7Ek4gWnv72t7+lslgxUDndehIRmUpc7WbhRy5bZWUlHn300VQXTUtN+qB0C9UkENF1u3TpYvFSPe6449C9e3ds3rwZP/30Ez799NO4fUO6FlETWQii3+mFBSyvkRT/T8MwphmGcZxhGG0Mwxi0773XDcOISVRtGEYPwzAmJOO6fuenn37CwoULzUHda+FmVB7DMNK2CpTICgs1fi83bNXwSKeXidtnrda7dITvJTLYDR8+HIC3PYmysrLM49L5jN1MxuR7Vl5enrbyuc37Ite/qqoqjBgxItVFSyhxtdvjkoVbTyJKlq7ev3RRkwUHrxhiNU1c3aRJkxSVKHmoyUMzsarvRlyXy/XSSy+lNRzJ7dgo2xj09yuvvJLSssnEu4+U60dOgpvq510TcTgSiaTdk8hNHZQ/z4QnUaKh7N9++22qixaD24WydAqVOmriSVRRUYE333wz1UXTkshcbMSIERlZXCFPInr+jRo1siSqlm0Q8rilfqhZs2YAqoWlTJBouoN0b57gF7wdJHyA8/7772Px4sVmR+FlkShdHVQiKyzt27cHUO3plAnciCmUbI5ItyeRm3upDqrpEGISmWDSSk+mdjfzuyeRTEVFRdpXchIx2tKVuyLRxNXppKqqylU9D4VCCAQClueZTkGgpjnPvGCIJZq4msa/TOT3qQnyPc6ESBRPXF+/fj1+//13U4ClMTJdK+VuF6NOPfVUAO4XC5JNPCFB9iSi35NqISERkSgTC40AMHDgQFfPTB57MuFJ5KYOyqHs9N104SZ5OlCdmPjxxx83X9NmPOmkJotSmVy0SGT87Nu3b0bKqXoS5eXlWcZAIQRuvPFGVFZWmsdQXaXnMG3atDSXuhraDMFNe4lEIp5ZwPIaLBJlkMLCQgBIq0iUSE4iubGnawBNpONcuHAhgMyJRG4gkSgTXiY1Cd0D0mMs1aRs6TY0AXc5f7p3725ZafaaJ5EajuRlTyIgfSKlWw8hqqfpSpBfWlrqaiWW+hb5eaY73CzRscSP4WZAZhOcJoq6MJEpkcju3paWluKVV17Bc889hw0bNlgWhtLVxtwuRv32228AgEsvvRQXX3xxqosVQ7wJumxfUNt/6aWXUvrM3YpElZWVpo0LpH+DkUS92dLtSZRIuJkaIpVO3NzHDz/80HJMJkJca7IoBWSub69JTqJ0C9VqTiI5OblMSUlJTNLyTG8KkagnEYlKlJCbqYZFogxSXFyMBg0amIOnl3ISlZSUWLbNTme4WaLigZdFoqysLIuh50VPItV4S4exVFMBK90ikRsRZsKECaiqqkqbu7+M3aBtR1ZWVto9iby4speIJxGRrrr32muvucrLRMZtJj2J3Iwl0WgUgwYNAlDd1yxatAifffZZqosXt0yJ5Hjwm0gk/y6vhZv95z//wZAhQwDsD+Ukj7h0L0a5ff5du3bFbbfdhlNOOSXFJbMSb4JOIlF2djb+/Oc/m++n0s5wKxL9/PPPmD59esrKEQ83CzyqJ1G6JraJpFWQw82A9Of7cdNO/vKXvyA/P998nc6FMsLtwo8fPYmA6nqQrvo5ePBgALGeROpuYfR+aWkpnn/+eQD7n300GsVNN92UlvLqSMRbmESirVu34qSTTkpD6fwDi0QZhHZ8oErspXCzvXv3YsaMGQCqB9t0Gm+Jrjh52YCnkBB6xl4UiVQDwMsiUboHdDeGZp06dbTutukg0W281VXJVOJ2JUc2KNPlaeLWoJQnaekSiU4//XQMGzYs7nEUahIOh3HMMccASH9OIjdtuKCgAF9++aX5esWKFRg7dmwqixaXRHMSeXkHTRW1/WRiRddpYpmTk2P+Tc8gUyKRW1sjGAzi2muvxXXXXZfikllx60lUVVWFsWPHYtSoUQC8IRKFw2GUlJSYr+fOnYtt27alrFwqiYabhUIhHHnkkakuFoDEREpKXE19bbpFXzeeROpiWiaEabcLP371JJLtj1R7FA0YMMC8TjQaxaRJkwBUtxFVZAOqRaLVq1cDsIaYvvfeeyktpxOJeBJR3iXVC5dhkSijUI4ValReEonUiVu6JkiJbk0L+EMkIrwYbpapnESJCljBYDCtyU0Bd55EeXl55vafALBy5cp0FM1sK07lKysrs2yLnk5PIlrJSdT920ueRLKRka5+JhQK4eyzz3Z1HBk3FBaTTuPcbbiZWt8OPfRQ7Ny5M1XFckWi4WaZyEdTU7zgSUSiz++//x7zmWyEU84IIQQqKys9tRhFkx5gf5m9lhOP+kpqY3/6058sr1NBTUWiGTNmYObMmSkrl4obcUMOIQyFQti4cWOqiwUgsbxOtLCTCU9lt7ubqR7NmdjdjBZ+4t0fNfG8HzyJQqFQRvLMkUg0YcIEU0TRiUQlJSVo2rQpgP19j10Z0zWWUviYmzF+5cqVnLjaBhaJMkwwGIyJ5UwlbjsmuSzp9iRKNElkuoUDwH1HR+FmhBc9iTKxu5nbsskdvBAiI3kN4j3r3Nxcyz1Mp4ttPJFo4cKFFi8OL4abyROJrKystHmyufEkkvuidAnllZWVrq6VlZVl1ju6Z17c3Uytb/Xq1ctIYlOZRAzIQCBgmaR5HdWQz1S42bZt23Duueda3ld346P6Qx5xWVlZSR0jH3jgAe37bhajyDtPJt22RrzxR233dD8z7UlUWVmJyspKFBcXW97ftGlTysql4saOXLBggfm3uitgKnErElVUVCAnJweVlZUZ6ePJ5kpkMQXInCeRmzGdduEi/CASkdcwkY468MADD1jyEdGuq/K16V6XlJTgzDPPBLB/vM/0wopbG6+iogLXXHONaRNkYj7pZfhuZBC10/dS4mpVLfbSCp+KV4338ePHo7y8PGPbEddUJNqwYQM+//zzVBULQM3KRt8ZPXp0KotmwY0nESUUTPegSEatU/nC4bBlQp4JT6J4969t27bm38Fg0FOeRPJEg8JkUt2G3YbdhEIhhMNhLF261JxweNGTSO1f0rWDnROJ5CSi++xlj1UZL4hE9HzV+zt+/Hg8+OCD5utgMIhOnToBqK7306dPR8+ePZNWjqFDh2rfjzf+qGMMHZtuTyK34WbUp1P5Uu1JFK+Pvvnmm/GXv/zFsgBQv379tI49bncmlb+TroUAN/cQqN5GPDs7G4ZhoGHDhuZ304lfPIncei7LydQBf4SbyQtCQHru79ChQ01PIrqmHPkCWEUiVUTKtEjk1sbbsWMHAJg2PHsTWWGRKEMsWbIE5eXlZjw5APzwww8pb1huV3/VTsjL4WaZEIncXPOee+5BWVmZ5X57LWdIcXGxGapCzJs3D8OHD09l0WoUCkff6dWrVyqLZsGNJxENKvLqbbrygLgRieSdRii/QTpwu9uIjOpWnSrcrjKRp+fxxx9veiWkug27ESSEEJg2bRrC4TBOOOGEtO6QSdTEk4iEzUwbYm693Dp06GD2AX4RiVQhOFOeREBsPzhnzhzL62AwiK+++grAfq8JdRKXCuItRqljTIMGDQBkxpPIro527NgR4XDYIhLpxqJkQ5NFJ5o1a4bCwkIUFxejefPmAKrDstM5cUzUI71evXppa+N0D+PZkYWFhabtnYm8c0D8sL0hQ4bg448/trz32GOP4X//+1+qixaDG+9QuX/Jzc31hSdRKBRCcXGxuUlPqvt0at+qJ5Ec+UKfA9UiUTgcRn5+viVxtY6VK1daUiCkCvIsSyQvmZ/G+XTBIlGG6NOnD3799VczpwQAjBgxIuVu+DXJSQQAa9aswbPPPpuqYpnUJKGxVz2JVBdRwHueRHPmzInZSammSaUTwe01brnlFst30v2s3XgShUIhVFRU4JBDDsHNN98MIH25pxL1JKpXr15aE1cnuoNYusLNEvEkOvnkk/Hss8/i2GOPBZB6I91NbpazzjoLhx56aEw981r/Aug9iTKdCNpt3Zw/f75lZxev89xzz2HVqlWWepApTyLVu7KwsDAmH4hcf8rKysxQRDVMafv27ejfv39CZdi7d6/tZ07hPj169Ih5r0mTJgAyk5NIN8nZu3cvfv/9d+zZswfZ2dl4+OGHLeXLdE6iY445Bq1atUJJSQl+//13DBw4EPn5+WlbPHETJqV+1rBhw7R6ErmpS9RXtmvXDiNGjDC/m07iiW3r1q3D1q1bte+nm3i7vRqGYRGJ8vPzfeNJdPjhh+POO+8EkHobhGwwwzAs6VBUkYi8cMrKylBZWYk6derEFYmGDh1qboqUStyO8Wp98cM4n05YJMoQFRUVqFu3bkxjV42jZFMTw76qqgo7d+5MW8N2k3vmxRdfNP+mYzPt3qhCKnYkEsGWLVsAeM+TSBUlu3Xr5tpDoDa4rYcTJ04EAPz3v//F448/jsaNG6e0XCrxPIlefPFFhEIhFBQU4MQTT0Tfvn0BpO85uxGJaFW5W7duaNCgQdoM9US2ICXSGW4Wz5PoxRdfRDAYRNu2bXHNNdeY5XruuedqfX25/1Jx40lEK4pqPUtn/1KTxNXUv3tBJHKbk4gmm5n2fnLDjBkzsG3bNkQiEXMnqVROKu3CbGmyJtePe+65x/Fc5eXlaNasGb744gtcc801ls+Ki4vx7rvvuvZwjUajaNasmePndnXwnXfesbx+6aWXzJDYdNsYdhP0pk2bmlujZ2VlxYhEmc5JRInII5EIcnNz8eSTT6bdkyje2F1RUWH+PWXKlLQKBm5FIgozMgwjbeHOKvHENlmY6datG7p16wYgvZu0EPH6dHnRjCI3vO5JRGVs1aoVbr/9dgCpHefleyJHujz33HMx93fPnj0Aqnc3I08iCjFV+/B043YhUG5PHG4WC4tEGUIIEZM7AEi9SFSTPBLkBp6OyaXbcDN5VTETuz64gUSiqqoqtGjRAoD3RCKZr7/+2tzFINWeRG7rIdGyZUs8+uijMYlQU008Eeaf//wnIpEITjrpJPz73/9Oy0quWj6neh8Oh82yTJgwAQ0bNkxbO3ETbiYb8fXq1UubSOQm3Kx///4WA5n6mX/961+1vr6TV0Q4HI67oi33LTJeDzdL5HupJJHE1X4SiSiEpaqqyhRJPvvss5SN3S+//HKMdxCwf3Ih9/HxvKQrKyuRk5ODUChkTj6A6mf1xRdfoKioCI8//rircsm7TepIZPw59NBDzWPTJbATdhN02vEqEoloE4F7RSSivwHvhZu1atXK/Pvss89Oa94xtyIRhYe3bds2I4mrgfg2kNyPTpgwARMmTACQGZHIjT1E4fctWrQw5zaZwK2dfcwxx5ghxOmoA23atLGMdXStIUOGxNzfo48+GoDVk2jq1KkAgPfff99y3uOPP978Ox39gNtE5hxu5gyLRBmCkmZSBaWJRzo8ieINTsuWLcP9999vvi4vL0fdunXTYiDVRKCIRCLIycnB66+/nqJS1QzqbGiw7N27N2688UZLMsdU4uZeyh5btH1uogJOTcsWrx7K9Y3uZSaSQztdMzs7G9FoFHXr1sXpp59u/qZ0GXJOE92SkhJs377dUparrroKL7zwAr755puUl82NJ5FsSP7yyy9pCzfbtWuXay+nVHkq2p3PzWRF7VuIe+65B6tWrUpOAePgpp/YuHGj6SIPAP/3f//nSgRLNYkkrgbcJ5rNNIFAAEIIiyE/atSolOWAKCgoQEFBgbYckUjEbDsrV67E+PHjLcc89NBDMd+LRCLIzs62lL+oqAh9+vQx69vnn38e19M4Xt6cRLYgz8TW04Td+FOvXj2Ew2FUVVVpRaLLL788ZWVye+/UvikTnkRO/fuuXbsAVAsbzZo1S2u/5KY/2bhxI7KysnDcccdh/Pjx5vFeqYPy57r7nInk1U72kGEYWL16tSlWB4NBFBcXo06dOuksoonbuc6aNWvMZ5AOkej33383rxONRmM2QaD616dPH/NeR6NRUySyY+nSpSkrsw63eSc53MwZFokyBO1YUFVVhd69e5uijBfCzXbv3o0ffvgBALB+/Xr07t074bCR2pQvkbwzp59+Om644Qb84Q9/wMKFC1NYssQoLy83V/vJWLr33nu1+RZShZtnrfvcK+Fm8sqzPDim0wsh3ioaiUTqFsReyEn06quv4qmnnrIM8p06dUJJSQlWrlyZ8rK5CekpLS01/w6FQigrKzNDqVLJtm3bcOSRR8bt02iXHPqbqO3zzc3NtSQUl4mXk4hEJLlvIfbu3YsNGzbUqmxucdNPFBcX45dffgFQPXG99957UVlZ6RmRyO2Ydvzxx5siupdRPcx+/vlnALE7+iQLuwlkIBCw9NUU+kbk5eXhvvvui/keiURlZWXo1asXXn31VdOryDAM7N27F5deeimA6uS4unYYiUTw6KOPOoatJzLGyW2RrkfhXbUlXj8ie8PIx+rKBOwfJ0kASQXxRKLZs2fjs88+i/Fmys/P95QnEUH30k0uuGThxo5p1aqV6UEihEC9evXQpk2bjCSudrqPbvI2pgsnT6KSkhK0b9/eHHfr16+PK664AkcccUQ6i2iSyII4PYMGDRqgdevWKc9dK+ckkutbcXGxeX/vv/9+S72orKw0d+DTke58om7DzVQ7jEUiKywSZYAZM2agqKjIdBUeMWKE2Si9IBLJNG3aFCNGjEhLCBKQ+O5m//jHP/DQQw/hiiuucExUmW5OP/10lJSUIBKJmJ0UPWO7yWGyiffMvv32W2zcuFH7vVR36G7qU9OmTc2/6dhEVoCTQTwDiVYqaOBMtyeRk4FWWlpqbt/966+/Wj5LZTiCjJNIVFVVZe58A1h3Xvvwww9TWq68vDxX4Uayt4xcD2qbG0uO3VeJN4E94YQTzHFCrmfk+p0u3LRh+Xe89dZbAJBRF38iEZFICIGuXbviiiuuSEPJagf1R+TdU79+fQCpG3PsvAjIm8lu1z1dXqrzzjvP/E44HMbo0aPx8MMP44ILLjCPoTG0VatWGDJkCFq2bBlz7XA4jGHDhpmhA2PHjo05RucFpzsOsE4abrnlFtxxxx144YUXtMcmCoWh2yHf3xYtWliSqJOArfMkAlIXGhdvDF68eDFmzJgRM8bk5eWlVUyI50lEyAs7Xgw3o/vYoEEDDBkyxHOeRG7DdtOBU1nk+/bqq6+ifv36eOGFF8ydC9NNTTz2W7RogWeeeQYnnHBCikq13xsVqO5DZBG6vLzcMp+hekELVvXq1UtZuRLFTbhZNBrF2WefbXmd6QUsr5GUWb8Q4jIhxHIhxCohxCOaz28WQvy279/3Qoj2ybiuX3n++eexdOlSSwOkASPVoUhuDHu5M5W3VE3HAErlSyQMAKguZzq2ziXilW/nzp0wDAP16tUzk23SvUz1KgAR71l//PHH+OCDD2LeT1e4WbxryF4mdL/TLRLFq4t2nkReEIloa+SqqiqccsopMZ+lA6eVvfLycstEok6dOsjOzkYgEEDv3r3TUjY38erU78nhAUVFRbW6digUwoIFC7SfOdW33377DfXr18eGDRtiJohz584FkL5tut30E/JvkVfsi4qKsH79+pSWz4lEElcD1gTNmdogId517777bixevNjS3uj5pFIksisX9fHz5s2zCD2EGm7z3XffoaqqyjK5DwQCFs84eRwA9ntIVVVVYdGiRQCqd6SjY0OhkGWHTEI3jtxyyy347bffYo6V7Z4jjzwSxx13nPb31oR4YYDy/S0pKUFZWRk6depkqY/yJE7+TbWxM7744gts2rRJ+1m8MdgujConJyet3gRu7UjyXPWqSKR6ismT2nTgxpNIN8ZnYtdhpzFdHitPP/10s3xy35FO3NjAv/32G4LBIMrKysz6kuqw5+zsbHO3OtWTSA5lVhdZKKdcpjyzVNyElKuenOFwGHl5eakumq+otTUphAgCGA6gC4C2AG4SQrRVDvsdwJ8MwzgFwDMARtb2un6GVlTk5Iqyp0QqIcPeqeHIDT/dqyxuvFj69Olj/i13WOn0JCJXdrv7SCt9eXl5uPLKKwHsv5fpWgmKN4lr3Lgxtm/fHvN+VVVVygeieAOkel+p7qXLo41wWo3s3bu3mUCUyuuVcLNwOIyKigpL4upMYDcRr6iowF133WW+vuSSS5Cfn48ffvgBRx55ZMqfsRDC0aCkPkbu90444YRaJ06nRYBQKITLLrvMtmwqxcXFGDBgANq3b4/NmzfHJKylcyabqqoqyy5AMvE8ngzDsCQglvMoTZ8+3XUS4lRAiaudxkESKtW6mKlV83jj4ooVK7Br1y7k5+eb4muy+6O1a9di8ODBWLBgAVauXGmOgYZhWER9YP/4c+aZZ2rLr6s7qkgUDoctz0jOgQFUT0z+/ve/Y9euXbjgggtQXFyMP/zhDwD2P2Mg1kNbrbvULtu3j12/VFeW05mbimy1Pn36IC8vD3/961+xfPlyFBUVmbaS6kk0Z84cAMCtt95ao2uWlpbikksusU3QX9OFmqysLMyfPx9vv/12jcqVKG49ieSdItP1bBPZ3UxeSAkGg2nzAiac5gsTJ07EzJkzEY1GMWDAAMtn6e4nKQrBzr6W35fv/e7du7UidqpxE/Lavn175OTkYNu2bWjUqBEAfb+ZTGQvXyeRKCsry/zbMAxUVlYiNzcXkUgEa9ascbzGV199FZPYOtm4CTdTbahIJMIikUIyLPGzAKwyDGONYRiVAN4HcLV8gGEY3xuGQdkN5wI4PAnX9S1OE5RUCwjxOqadO3fi3XffNV+TYZcukchNuNnIkfs1xkyJRICzEaLbfSjdiQfjPeusrCztCjOtCKRyxTye2CPfo2HDhpnGu5fCzd544w2tEQcAQ4cOTUv57PqR4cOHY/DgweY2xCqZ9CQqLi7G8OHDMWbMGPM92l6VcjCko69xEomoj6mqqjIniS1bttTmUSGGDRuGaDQKwzAwbNgwM+RF5pBDDrEkoHTTxgzDwHnnnYehQ4dCCIHi4mLTC1X2skiFCD1y5Ejb/CvxROjFixdbRDVZJGrcuHGtvbFqg5twszfeeAMAcOKJJ6Jdu3bmb3355ZfTUcSEIaOdEnYCtROJxo8fj61bt2L37t2mh83mzZvxySefYNOmTdi6davZP86ZMwdXXXWV5fvq+CP3OXa7xVGya3ou5eXl5n2X+2L5uU2ePBnDhw/H3r17LSGXdGwoFIoJD1Xr7iGHHGJ7H+SQWDqfCl1r2LBhtueRGTZsmLkrnK4PIAGI7sXIkSORlZWFCRMmmLYFfU+d6NAk5+OPP0YkEoFhGHj77bexd+9evP/++9qFIRlKMG4XCmc3BlOZ7MaW7OxsrFq1Cl988YXj9ZOF09gtPye6X1Rf07XzkpMdM2zYMO2uvZlInu9k586ePRvLli1DNBqNERVTYefGezbxwtsJL2xC4HbBMycnB4cccgjOOussAKkve05ODtq2bWuWUd39Sw43o8/C4TB27dqF3NxcVFVVxc0r+cMPP8SkQEg28dpYZWWltr9mkchKMkSiwwDImTI37nvPjtsBfGb3oRCitxBinhBi3o4dO5JQPG/xv//9D0VFRbYGaqrDVKhjshvId+/ejVGjRsW8n05PIrdeBH//+9/NXTwyIRI5rbDodh9KxSTul19+sU1S6XQvd+3ahSVLlpgu6Z988on5WUVFBcaMGYN///vfSStnImUDYHHpP/zwwy33Lt0rufESV+tEohEjRqS8bIC9q7c8eGcSXRvZu3cv/vnPf1rek5+pF0QiYP+kVp54OtW9fv364ZRTTsGJJ56Ifv36oV+/fjjxxBMtx1RWVuLEE09MSDA+77zzUFBQYOm7yXg7/PD96y2p2PlElxybiNeG1XwA9EwrKipwyCGHeF4kIrp164YePXqY9/fBBx9MdfFssRtvvvnmG3OSq1sxr0mdGD58OJYvX44tW7aYm0JEo1Hs3LkTb7zxBiorK82JuM6zTa0f8r0uLy939CSSV6h151C9nZ955hkA1v5Ozt+jel/IE4gvv/zS0TtDzVlC9eCrr74y36N23q9fP8v7dvTr1w/33HOPKYp/+eWXls/pWcr9J7UfeadPdSc7uXxAtafHJZdcgj59+mDq1KkYMmQIli1b5li2SCSCNm3a4IwzzrD9XH12kydPxvXXX4+rr74an3/+ufZ7shiTDpzss379+pl/04RWCIG9e/eiXbt2KS9bPDumX79+Zv8k/4Z0LpARTmKb04JisucyGzduxMUXX2z7OS2+68bUoqIinH766eZr+T5marfNRESia665Bt27dweQHpGI+lFVJAKsC/PqZzk5Oa5s9Egkgueeew7vvfceFixYYPE4ThbxFskrKystdijVASEEvv3226SXx68kQyTSqQ3aHkUIcQGqRSLbrSEMwxhpGEYHwzA6yIlrDxR69eqFtWvXmor3iy++aPk8HZ5EiYT5EOnakSaRpMnt27c3J0mhUCglHY0Oukd2Kyw9e/Y03eR1q0DJfMZDhgzBtGnTtJ85PetZs2bh3XffNT2JunTpYn5WUVGBiooKbN68OWnlTKRsQPU2nIS6BXEwGIy7GuqWeOexM5Bot56srCyUlpYiPz8fgNX4SMeKpN3KmS5fhUw6PYnU8gWDwZgQJi+JRNdddx2A/UaDvLIkl/Paa69Ft27dcN1115nfWbx4MZYvX24es3z5clx77bXm67y8PCxfvtx8LvFEvO3bt2PTpk0oKioyk/1SnVS/S2XbvHlz0uqek/u+kxEWiURicprQsbQLihqelE769esXI6jYQffSywktb7rpJmzevDmpIhEJGOSdVFVVhZ07d6KsrAx79+41d11yyknktHCjm0ioIpH8GwBrTiI5uapcZvVYeu+6667D9u3bsX37dkvdveiii2zL+M4778Qkx6ZyX3jhheZ7y5cvN8cS+f145OTkoLy8PKYMqiAs3wPZC1HeGEP9HACuv/56zJo1C5WVlbjzzjuxceNG3HfffbjxxhuxZMkSbZlI8CsoKNCKZzqRaNOmTfjoo48wdepUrFu3znx/yJAh5t+5ublJG3ei0SjiLSLb2WdqvySLRLrPa4qTbUFtVQddX9c/ZcqTSNfGi4qKHPNeJVskqqiowNq1ax2PsbOHwuGwZYdF+T6mc1c7GTcikRAC2dnZFnspES9kFTd2s7y4s3XrVstz3LFjh0Ukkm2Q+vXrIycnx1XYJpV906ZNuPvuu/Hdd98l/FviEc/TWW1blZWVaNSoEUpLS/HnP/856eXxK8kQiTYCaCW9PhxAzOxSCHEKgDcBXG0YRur25/QwlZWV5soYTVAeeOAByzGDBg2qdZLJaDTqmOHfruGUlJTg2Wef1X6Wrh1p3MTpEqrhlK6t5clI0q1UVVZW4rPPPkNZWRmi0WjKRaJQKGR7PjvXb8MwzBwMNMjLdaKyshJ169ZNSuy70wTTrh46Gb1Uf9UQgJoS7zx2QkKLFi3MCftZZ52FyZMnx5S1tkbSmDFjsGLFioTLN23aNPz4448AUi8SbdmyxQzLcVs+XZnU+5YMoy3e/deVLRKJ4KOPPjLL1KdPH4vIo67Sf/zxx/joo4/M7+iuMXHiRLMsJDi5FYmaN2+OHTt2WMJPAP0KH/WHPXv2xOzZsx3P6xYnIcVpLFm2bJnt5LtHjx7mGJhJ6tataztODhw40Pyb+vgrrrjC9FjJFHbtNjc3F2VlZTGJOmsTbkYrxZFIBJFIBLNnz8b111+PcDhsJp2XPR3URZFoNGqZmKnonj/VKfm5yMfJ4WZqEms5jJNey7uoffTRR2jevDmaN2/uenMG3f1W+yZqh+pY8uSTT8Yco5KTk4NHH3005jtUPpqgU64P+bdTHhD1d6gTNNmDzzAMLFiwAB9//DGGDRumnXRTjr3bbrsNX3/9dcznqkgUiUQstoKcjFv2uiORKBkC9vr169GhQwfHY+w8iY466ijLa+qTP/zwQ3Tq1ClpQoyTbfHwww/bhrWQ56o6CQf2t+dkemPFs0d1z2zIkCG4/fbb8d5779k+z/Ly8qQvlMU7n25Ro7CwEIMHD7a8p3oSZUJ8iycSUV+Qk5NjaV+1mUccffTRcTdHkj1s5cVaAFiwYIFlUwG1Hj700EOoqqqKO4ej/vDtt9/GDz/8kJIFo3j3V+2TCwoKsHbtWjRp0iQjSde9SjKstJ8AHCuEOFoIkQ3gRgBT5AOEEEcA+BjArYZhOM96DmDOO+88FBYWory83HaVY/ny5ZaVmJrw2muvYdCgQdrPnESYpUuXWvIRyROf8vJylJWVpTyePF443IQJE8y/5WNS4YY7b9487ftkJOme4cknn4xAIICKigrTuFbLmMyEbYnsBEd8+umnZmJeu6S0OTk5tp+5Zf369baJfu06cMMwYrY/l43yRDzNkoGTUZudnW1OjOrWrQsAli1Aaxvq9frrr+PUU081Qz106AbqTz75xBSJ7Jg7d27cVbl4lJaWYuTIkXj99dddl6+0tBRHH310zDNUPYlUo82uLTohh2KpkFgvl23ChAk47LD9kdKhUAi5ubnaVXwZcnPXvU91p2XLlhg/frw5MaD3P/jgg7jtVxZy5UmynUgEIGnJTZ1C8pzGEqf+ePTo0WlPQK8jPz/f1tB++umnzb/p9weDQTRs2DAdRbNFHXOmTZuG4uJiM4G+nRdOTQRrWSSi+kbb05eXl2PixIl44oknzDo5e/Zs3H333eb3401kdf24mrha/g0y8jhAx6qLIupmAjK1yW2n9gG6fubDDz/EU089ZdorrVq1Mt+XycnJwauvvmq+fuqppwBYw83Gjx9vEYnoWZIopu5cKZcvEAhYjicMw8Cbb75p8Sz4/PPP8fbbb1u2ubYT8uje/fjjj+jVq5clT6RdXevVq1fSRCI1zFsmnqe3Wj7yJKKxOx390sCBA21zPsk7HpeVlVnEpFRsjHHGGWdgy5Yttp/rntmECRPwyy+/mDaQjkcffRRTpkzRflYT3NQbtU8xDAOHHHIIXnrpJcv7qidROhbAVeKNgU899RSEEMjKyrLY4rVJW9GgQYO4aTni5eWi6+bl5VnCsgzDQP369V2HmwH7dzCeMWOGuaNaMnGaK6j9QMOGDVG/fv207nLoB2rdGxqGUQXgbgAzACwFMN4wjMVCiL5CiL77DnsCQGMArwohfhFCJG7x+5gVK1Zg2bJl2Lx5s+nl4+TtU5uwqeLiYqxevTrhPDW7du3CunXrLJ3lOeecY/5dUVGBbdu2OSZuTQS73QScVvguuOACXH/99Um5fjyWLl1qEaRkdPkCCHnl1M6T6OWXX06aN5HbHTxkIpGIo5HRoEEDRyOstLTUtcBg1/HbPedIJIIbb7zR8p484KRb4ddNkqnuUiy+fJ/q1atnbrmcDHfrsrIyx9wtcvkeeugh/PTTTwDiT9BGjx6NmTNn1qpsGzduxJNPPmn7TGjSJreR4uJibd3XhZstXbrUfO/jjz8GUH3v5fedcPJi0G0ecP3111u+EwwGXe0glpWVFXMP1N0Pd+zYgRtuuMGs8/R+7969sWjRIjP5p4xhGJYJIAlb1ObVNiyXgfrxDRs2oLi4GM899xwuvvhifPrpp7b3RIeTJ5FuLJk3bx4efPDBmL5DXbRw68mRKgYOHOi6L5GfS6YTnqp1tnfv3rjmmmuwYcMGrV3hViTauHFjTP2Tw822b99u9uVVVVUoLy83+6W1a9eaXryy6CCfT00cbYeauJp+M2CdJMp1UvYkkr9H/Y/sTSSXraYikVxvJ06cqO1n/vKXvwCAaa/QvaP3CbsyyItlr7zyiikC0mf0f5MmTSz5BIHYOqqKQ8B+MQ6orkOdOnXC9ddfj549e1oE+e7du2PBggWWlX5ZJBo5ciRmzJiBbdu2aZ+TTJs2bbTv1wSniSjdO519phsX5SS7me6XCPIIrKqq0oY769rzhRdemLAAt2bNGuzcudPRu0R3Hyn3jJxAXYddSGBxcbFl0wU30E6tiSyi223coQs3k8PEk4XTrmluFkrkzQiI2ngSqeM52QdyeeNtG0/fDwQCFm8+KqMbTyK17KNGjYq7sFlT7MZ5uQ3de++95t8sEllJSm9oGMY0wzCOMwyjjWEYg/a997phGK/v+/sOwzAaGYZx6r5/zn6iBxgXX3wxzj77bGzZssXiMmw3kavN5PKjjz7Cv//9b9sJvl3HNHnyZNx5552WzkFuKL169UKLFi2SsoJRVFSkdWOm8uk6mLKyMtvvAPs7nXvuuafW5QOAdu3a2Yb9ya7g8jOkRJRknKoikfy7CgsLzb9r6pY7fvx4zJkzJ6Hvzp07Fx988IHjMdu2bbMVicrKyvDdd9/hjjvucIxHj0QiuPvuux2NYN1nOkFEXRmN93vdhmu6qSuqyFFaWmrWQxKJ1OTkvXr1AhDbjmsaRuo0mQ0EAigrK0MkEsG6devw6KOPut41wsnb5IcffsDYsWNtP1+4cKG5M4Rd+ey2ctehE4lohw2guo3cc889+Prrr9G2bVvX7dzpntt5yVC5dXXNzpNIfW1nPMuhOcQpp5yCU089NcZQF0JYJgiGYVhyEjmNE++++y6+++47DBgwAKeddhrmz5+PWbNmYcWKFZgwYQJmzZpl+10AmDlzJiZOnIjKykqEw2Hb3CTqWLJ792783//9H8aNG2d5/84774z5biaSsBJ2fYiuvsjPN9PGoy7nxty5c80QJHVCQff4xRdfxKpVq2zPO3bs2Jj6R+EukUgEb775Jl566SVUVVWZnkRU/z744AN89tn+vUjoHsrlcLtSr/MkUusYPQ919yddm6Nj1LrmVgzQ1RO5PsihqHZQX0X/l5WVWXZs052/pKQkxqNath2pbLqJoi4vk+51NBrFE088ge+++w6zZ8/G3r17kZ2djeLiYou4/fHHH1uEebntyuHu9IzjTV4Nw3C0HdzgFCLk5OmtK5tcNzPVL1Gbufvuu80FDHq+lO8Q2F+P//a3v8Wc47vvvkvYg7R79+7YtGmT41iiu4+Ut0YVZlV05amsrMS4ceNw3XXXWbzonJg/fz5GjhyJjRs34vbbb9ceQ154QPX9pH86VK/bcDhsm6idzlcTvv76a9vvOolE1FeQF5HcD9RGJFKTTT/88MOW8Muvv/7aIhLJyb7lcuuQw3/t2iZFMOi8G0tLS/Hll1/ahu7XFLuxXr4Pffv2tbyf6XHeS2ReMj8ICAaDZtJLMmTUUCQApipbUyFG7rCdkknqOqYWLVqYWysTckMfMmQIolH9trWJcsQRR9h+RuVTyx9vJZLuJW0rW1sMw7CNk9XlJDIMw1zxkztLu+1LZZfPq666Cg899BCGDBkSN15YLt/06dOxatUq1yLRN998g3feeQdz5851PC4nJ0c70V29ejVat26NKVOmYPbs2ejatav2+1VVVRg2bBimTp1quyqhq4fkGqwi37e2bduarvtqmBOVt0mTJo6/D6jefcxNXZGFBMMw0KxZMwD7jQzVk0j+TD1/kyZNMGLECIwYMcJxgDcMA++8845pSMcTifr06YMJEyYgGAxizpw5+Omnn2Kemw613Js3bzbdw+fNm+dYT3bu3GmKSPEmW9u3b8cbb7yB8ePHm6vJ6m+qU6eO+bduJaeiosJyP52enfzbnfoNerbqTnS6lXfCqf9LxMtNPW9VVRVGjRplmTyRKETIwqpuNymZiRMnYty4cViyZAlWrVpl1oH7778f9957r7lqR21GLc/SpUvRp08f9O/fH++99x7+8Y9/xFxDJ/SS99XEiRMt76v3LRqNoqSkxFGIrC01Ed6pjcrIZad6mYrdC9944w2MHDnStr/Ueb9lZWWhrKwM+fn55vgv9y3UNufOnRuzAr906VJ88803AGLr04cffoji4mIzbDo3NxclJSWmKC6LRAAsk70XXnjBLDOhJv2+9NJLtfdAFULk3yC/ltua3D+rExjyJNIJS3Ld1bXdZIkF1FdRSFbTpk0t9iAxYsQI87c+88wzpo1Bx9Hf8uRc1wc49VGqSDRjxgxs377dPHcoFDJzFxFFRUUWm1S+dzpPQ6d+KRqNYu7cubj66qu15XLbZp0mctQv6cKkhg8fbnn99ttvx+yeV5MQfjvcnOf1119HkyZNYBgGhg8fbgljP/roo3HyySebx9KzpbQQ8vlDoRBeeeWVuN49xAcffGAuVsYTiQzDwPvvv48RI0Zgz549yM7ONgVpp2up26cbhoHnn38ezz77LFauXIlZs2a5KuvatWtNb+J4+WvKyspw6KGHonnz5vjPf/6jPUb1JAqFQo7PnZ5PTbCzR51EIuozKGm1fFwyPInot+Tk5MREndBOqoC1fjnN2+RjnX4X7Zishs4C1ZsvXHTRRSlJYq1SUVFhyaUpC8XsSWSFRaI0IA+kslGuGjS0dehFF11kiRFeuXKlY+gEMXz4cMcksoB+BW3Pnj1YsmSJuSMXoRobdjucRSIRfPHFF/j5558xZ86cuOXcs2eP4yqQroOJt8LrpsN0Uzb1mnYGu7pSpbpdCiFQWlpq6Wzk3yV7VBQXF+PFF1/EQw89hM8++wyFhYXYsmWLxdtIpU+fPvj555/jruQQK1aswKhRozB16lTXCTvnzZuHXr16obS0FAsWLEB5eTm2bt2KV155BVVVVeZgXV5eboY5AdX15P777wdQ7ZUk75xGqAPJd999Z7uSI9eVe++9F1dccQWA2NW09u3bo3379igtLcV3333n+LzllQMnZEOzffv2KCkpQTAYRFZWliVHhwwZ0AMHDjRjyefMmYNwOIz77rsPffv2dVyZ+uCDD9C7d28zRMGpbgcCAZSUlODnn39GcXGxGSIi19vWrVtrvyuLRBs2bMCnn36Kq6++GoMGDcL69euxZs0avP322zG74KxcuRI33nij+RviCcdr167FvffeG+NNQjzyyCOoX7+++VreHYOEKl1+LDtjon379uazd+NJ1LdvX8u5nH6P3We6vERuPYno9X333ReT843qEtVDmiCHw2HHnEtVVVV48803MX/+fADV94H6y3A4jKVLl2L79u148sknceGFF+Ltt98GUB1+sGnTJnOySJ59OvFa7qvXrFmDSZMmoXfv3gAQk+NCNboMozp5vpzYNhqN4vvvvzdfJ9pfq+hWQQk7Qa+0tDSmb5CfOf3ttv9IhD59+qBv377aRSJ5YUK38EATHEo6TMhCx2+//WYJZZ8+fTomTZoEIDbH1ZNPPolvv/0W27dvN68nG/aqSKTDyZNoxowZ2u9QnyrvoKO2q/z8fNux384zkO6JnPhXzr3hxkMwHvHGVepvS0pKTDtKLm/fvn3Ncuzdu9cihqkikZM3oVP/JV+Pzi1PukOhUIxnc1FRkeU6diKR3L/YEYlETBGqtLQU8+fPx9atW9G5c2dMmzYNffv2jbtZA2AdI3TXkMPN5syZY9oDarqE4447zvKaRA/1WX733XcWm8LtRLZ9+/Zxj/nb3/6G0tJStG/fHsFg0FxYMwwD3bt3t4ybsnAon3/OnDkIBoN48MEHTTsoXv/58MMPJyQSDRs2DH379kXHjh3x22+/mWKDk/35z3/+E5988gnGjRuH5557DqNHj8brr7+OgoIClJeXY8GCBejduze2b99u+9xnzpyJxx57zCyrXbukzQai0SgKCwtRVFSEJ554Qnss5ZAEqtsl/cYzzzwz5tg5c+agtLQUp59+eo0EDDtRy05MkZ8beRLJ/Tj9XZOyUHs9//zzUVxcbHnudN2dO3daBB9Ct4ALVKenAKw2jd0zonGA7DldX5GOcM8vvvjCEgIvh5yySGSFRaI0IBsj8iqQOlGQvRM2btxovj9ixAicdtpp6NWrF+699158+OGH2slPYWGhmSvGyZNIzew/e/Zs9O/f3/ycUAfhcDiM7OxsFBQUwDAMU3G+9tprcckll+C6667DH//4R8d7Qflm7LYT1q1OuxHIZAoKCmLeu+WWW9CxY0dX3+/evTuA6o5MNwDKRshNN92EgoICLF682AzRontfWlpqGYzkjvOGG27A7t27UVBQYOmo//rXv6JLly748MMPHWOkd+zYgZ07dwKoVudlkUbHiBEj8PHHH5uhSfGIRqMoLS3FzJkzcc011+COO+6w3Feqw9FoFPPnz8dNN91kfib/nlAohN9++017fhoMSktLceGFF+Lnn3+OWy4gdhBZvXo1unfvjoULF5pJnv/whz+gY8eO5k4r9Ex16OqLfK1oNIoxY8aY5w4Gg5YVGfV+yvX31ltvRUVFhZkvgNrU6tWr0bdvX3Tt2lW7G4e82qMz4BYtWoRBgwaZRuXzzz+Pr776KqHV7927d+Pjjz/G+++/j4kTJ5oeAI899hhGjhyJadOmoWfPnrj88svx4osvmt8rKSnB9u3bzYE+nkhEu9rYiZ7XXnutpW2Ew2Hzd9Az1IUn/PGPf0T37t3NfwDMeuCmrcuT0T/84Q/m+2Qg6O67XbJ13f9O2B1z1VVXmZNJdZIoi0SVlZWOuRlUobC0tNRyj999913cfvvtGDlyJObOnYvVq1dj+/bt+M9//oMxY8ZYjpWT38rIffXrr7+O0aNHY82aNQBiw0Z1nkRyewCqxeY//elPuOWWW1BQUOC6v7bjl19+cWzbgPU52PUROk+iVOBU72hiLoeb3X333SgsLLTUkdLSUosgEwgE8Pe//x1AdSLZyy67DIsWLQJQvThRt25djB07FlOmTLFcd8mSJebkhjxiZQ+FsrIy29CWxx9/HEByws3y8vIs4gi9ZycSUfmysrLMhRz5GEoEu3PnTkv7twv7SsR7IBEvQ3rWat9Pv3XPnj2W9i+Pl/KCY7x8Kyq6iVxpaalFRJMTVwPVglU4HMZTTz2FZcuWxfUkchKJSMQ0DAP33HMPOnTogB07dmDFihUoLCzEqFGj8Mgjj6CyslIbeh6JRNC1a1eLoKY7RhZUO3bsaP5T0eWq0tXrP/zhD6ZN0b17d8t4AVhtCOq/ADhuOqGycOFCSxs3DCOm3QSDQdPr1jAMLFy4EIZhoFOnTpbzLFy4EBdffLGj143c/zo9M2oHVJbff/8dBQUF5n12+m5JSQmWLl2KNWvWYM2aNdi4caMlT+XmzZuxZs0aTJs2zbKjpExlZSVWrFgRE3ZlhyqUq/To0cMSwkflF0KYC2KyXUH1ZvHixTHPvTbIXmty/ZHrqVO42ZVXXpnwNYPBIHbv3o1ly5bFCP0dO3bEUUcdhbp161rmq+oGASpkh7hZrKY+jOavct1p164dAPfi/IYNG/DVV1+5OlamsrIy5t6xJ5E9LBKlAVkQkZMOqo1KHvRKS0vx+uuv4/nnn0dBQQG2bNmCcePG4b333kPPnj3x/PPPW85pGIaZ5AxwF25mGAYmT56Mnj17mp/L31MbSmVlJSorK9GqVSts3LgRJ598Mvbu3WuGqFRUVMTEvMoYhmHmw3FyFVbdf9UtSwm5M2nXrp25O4WseEejUQwePNgS1qBuhykzePBgjBs3DoFAwHa1VI55/+yzz9C4cWMEAgHTNdQwqnMSnXjiiaZ3mMqSJUvQuHFjNG3a1DJ5NgwD33//PVatWoU//OEPtrs6yZOF5cuXm4a/HTk5OWYoiJu4dXLn3rx5s+klRgmZqZxbt27F008/jU6dOpnbIQOxXh86Y05+zhUVFbbbwcZj8ODBOOaYY2JyoBBNmjTBc889h3HjxtnmAbNbIQH2G0iy0CWHGuoMEtnw/PDDDzFw4EDUq1fP3CkIqN5RhDy7nnzySYunBuUBofujq4NbtmwxV93p+nI+EjeTmyFDhqBnz55YsGCBZbvdUCiEwsJCNG/eHFlZWVi3bh0WLFgAwzCwZcsWjBo1ynIep7YMVNc9VdR2yvOi5nhq0qSJaeyq3xs3bpz5D4C2HtgZL3Y5iWTDWZ1E6AwYdRLrxsjReRIR5GVILv3yMVQe1QVdRa2XsicRvb9o0SJs3boVhmHg3//+N5o3b45Ro0bFtF9d/jX6vVQG8mCz+33qM6a2GAqFUFxcjJdffhkVFRWoqqrC2LFj0b59e8ed1eJBq4RDhgyJeyxdw64PketAPONRLq/TOKMyePBgM8wknicRXePzzz83JxfUTzVt2tTi+SeEMFfTs7Oz8b///Q+jRo3CkiVLUFJSgjp16mDBggVYtGiRtp8hrzXqW+h5h8Nh290vddt02y0K6X6nvENbfn5+TPuSPYnoWHniDFQL01RvVbEnEAjg/vvv13rByJx++umWvGjxkL3+1DFP7Ufoc7Wd0LMvKCgwF6LoOF3YnU48l6+tnt+uPcl9l3rOsrIyvPXWW/jggw+wbt06i0gk10f6P55IFAqF8MUXX+Ctt94CUL2Qsn79erz//vtmvzBt2jTceuutMeUtKirC1KlTMXv2bMtW3TJUPvKKUu+JjJ14Xa9ePQwePNi0H2Won7Dzshg7dqyjTeGEHPYUjUZj2k0oFDIFjmeeeQaBQAD/+te/tGH99erVs2z/Lpf31VdfRVFRkfmeG08iuSxkS9ICgmwbAjAX57KysvDSSy/hsccew5tvvolhw4ZZ2qMQAl9++SXefPNNlJeX49tvv8ULL7yA//znP/jkk08sHn805tkthMl2kBODBg2KEZnJZie7WrUr6DcDwHPPPRe3b3czblF/KoQw64su99Nhhx2G8847z3yvNik/gsEg3nvvPRQUFJjjrXo9eawPh8MxIhE9W/mcurI7QXMQOR2A3AdRP+B0zoKCAmzatClhG0G3uxt7EtnDIlEaoAS3wP5BSJdTQu78pk2bhnfffRePPPKIOUENBAIoKipCVlYWVq5ciWXLlgGoHixo4kYNetWqVVi8eHFMWWRD79tvv8U//vEPS+iT3ODUzjgcDqO0tBShUAjffPMNdu3aZXGnJQP3vPPOw9SpU2OuLXfeTp5EsjF05JFHukpy2KFDBzPECQCmTJmCKVOm4Mgjj8SAAQPM9ydPnmx5rUKfhUIhlJSUOK6gyxMkebcQGnAikYjpikmoMdKGYVhEIrpeRUUFKisr8emnn5oeQ//73//wySefYPPmzTETKF1HqYYd0Hfc3E/ZnTsrKwuhUMji3SaEQEFBAZ555hlUVVVhw4YNuOOOO/Ddd9/h2GOPtRwXTyRyShbZokWLmM/k3+X0LOnYRx99FABw1FFH4cgjj3Q8XoXuGbUREgflFWonkQgAnn/+eZSWllqEPTlf1b/+9S+cd955GDJkCL766ivs2rXLco3p06fHhPvQedScSW4GTDmkp7y8HJ9++inuuusuRxFg3LhxuPnmmzF16lTLdseAvdHyzDPPmOUiyLPOSSRSQ1+EEJb7b3dddZcfoLqfOfroo7Xl0yUBlo1QXQJG3W+1S6yrw068k9+n356Tk2PpV6jfcbOxgXr/ZJFO/c2yRwLtICP/jkAggEmTJsWEasgJ/LOysmL6Ffk+qG2CRKw9e/agbdu2uO+++yx5SsibwSlkrKKiwpIwWeaxxx4DoA+TU8vo1Cc0adIEzZs3N1/Hc4U/8sgjzUWTeH2TzIABAxxX9XXhZjk5OZZnSeNvw4YNLd9Vc1i89dZbaNeuHRYtWoRgMIihQ4eirKwM4XAYM2fOtHgfTJkyBX379jXtFfn36xYbKioqtAmM6fnH211P50mkTlJIJKJ/kUjE7FeoHeXl5cX01YSczNpJ2L3//vu14Sc65HBT2YNJ/f0EPWO7/oDCmuXfrtoXderUwbRp02K+q/ZRdv2R7n2yD+RyhcNhfPDBB1i6dKnpiazzJFLzScm5dAg1TKxZs2b49ddfzQVLOmbmzJn49ddfcckllwConpjOnj3b0p5DoZC27VI/mZWVZbtRAqFLaE5i/IABA2LsR5kjjzzSLHM83G4FTxufkDCi2smyJ9HAgQMRCoXwxBNPmN8DrIscF1xwAQYMGIBPP/0Ubdu2NW3NwYMHW56zk7BHopUsbNJzp2dNOZKIRo0aAdi/CxqhjhF0/7dt2wYhBBYsWIDHHnsMDz74IK699lo88sgj5r2gNpCVlYWSkhJ8+eWXlnNRfY43Psr5D4HYBXu78Hwq66OPPhq3b3djZ+rCzdTvZWVl4fTTT0e/fv1iyhEPXZ0LhUJmv60TiVTxWu7j6R7RsyVqk8NLXmig5PivvfYa2rZti2OPPda03XVUVVXh66+/dowSAKz93PDhw3H22WfHHMOeRPawSJQGqKMk44c6f9odiJAb/wsvvIDVq1cjGAyayicZ80IIvPfee7j00ktx0003YcyYMXjllVcsK/xffvklPvzww5iyyB4KlGPGbmKpGhEUu1tUVIRbb70VkUjEso0ldRQLFy5E9+7d8fvvv5vvr1q1yhS1gOrOiEIT7MoHwCJMxEO+f1dffTWuvvrqmO//+c9/BgB07twZa9assU3qSwORblVCnhzRdWWxwGngVV2e1VVO+g79/8orr6Bly5a477778Mc//hHdunXDrbfeis8//9zy3IYOHYpLLrkEY8eONd201UkaDUrqQK0mgKbfSB0lCRFqQlR1YFi3bh3efffdGKW+rKwM3bp1wyWXXGJuiSoPkPJEWOWtt97CaaedZnmvpt4FGzZswMaNG7U5kjp37qz9Dj0f2WhXf7e8CgHoB3FaCVZXtIkdO3bgoYcewpVXXhmzNeyLL76Iyy+/3LK9dFZWFm666aYYkUg12HWce+65lhVqMrzjrcBRXgGVgoICXHnllbj++uuxdu1a9OrVC2vXrsWhhx4KADETWRVdvhq5Tsir27r8MMRVV10Vc+5AIID169dj9erVMf2N7lnKEzNd3guduK0m0nWDk1FFhht5Eql5ScLhcIyhS9DzUZNT6lYEZa9TqrPl5eUYP348Ro0aZenfwuEwtm3bhg8++AAvvfQSdu3aZU7GhBBo1qwZNm/ebCmL0z2hPAuGYZj1XQ7NoLKvWrUK1113HS688MKY51tYWIjbbrst5tzUloPBoKuNAJzGmMcffxw33HBDTLkAmPXp999/x5o1a9C5c2ds3LgRV199dcy9iIfcBnSTHKqLwWAQq1evxjvvvGOGIcht2Sn8iNoQ/b9371489NBDlmvcdddd2LRpk/ne3r17sWvXLlPUlsumG9/Ky8vN/lC34BQvHL2iosLcOQmoFoTU36R6EkWj0RiRiMqges+RwAJYw03lvlhe/HGL7MmhhlHSOeU2q9vFTS4neU2o4WbBYBA7d+5Eo0aNMGjQIIuHgVwWN7gViSorK81J1KuvvoqxY8dqRSKqG/SbdLtsqttj637/p59+itdeew07duzA999/j9tuuw3nn38+rrrqKkt+np9//lnbdsk+kz2J3EKiI5XRqW/YuHEj/vznP9vaDsTq1atjEnXbQd5RZK+p4WahUMhSj+RnqI4ppaWlWLlyJYDq8Kn169ebthl5LNHvXLdune29onqqJk+mcdoJub3Jr9WylpeXY/bs2aanEW1d/9VXX1kEElow+uMf/4iLLrrIDJGXQ2ETFYkef/xxtGzZ0vx99MypHZHorgo6tFuk/PzJtty4caN2fiOj3tNVq1bF1DddqLcsrOjsiM6dO6Nz587o1q2bdlMVGjfkuRbNg+SUJ4DVIznePLEmQpGuzhUXF2Pnzp34/ffftV4/QPW96tOnD6qqqswUK26udffdd5vzUhnd7rpO2M0bD0RYJEoD8oowdZBZWVkxBq4uobS8xShBjXHjxo2YPHmyGe+r5rCZM2cOxo8fb3mPBiCC3MlVrr/++pj36Dh5pV1XrkgkguLiYpx55pkoLCzE/fffj7Zt21pWlkpLS2Mm/2r5HnjggZjPiT/+8Y8xruCJ5GOZOXMm2rRpg2OOOQYPPPCA+Y86vKysLJSWlqJfv35mp0z/y6u6cplpoKKBUHdf7QQEFboWbTn87bffmiLdzz//jD179lgmd+vWrcMXX3yBW265BaNGjYrp0MmY07mT07aUMrIxJ68YyWVWy11UVKTt1KuqqjB16lR88cUXpoeZ6kkUzw0+mUyfPj3mvZkzZ2rrG92vkpIShEIhi4FjGAaOPPJIc6cowq4eqvkbZOOJfmdpaaklkSLx7bff4umnn0aPHj1MEbBPnz4W4UlebYsXUqgzLtXQC3n1mqDQE5m9e/fi888/x48//ogdO3bgvffew0UXXWQmMU5UJKK2I/eHuvxHbto7iRjHHHMM2rRpg8LCQtswGfX8Og+3448/Hv/9738t78nPwK1Y5FYkUr03AoEAKisrTbFV5a677rKUH6i+v1Sn5GvL3gy0QgtUr+rS6j5dMxAI4LfffsOQIUPw4IMP4sUXX7TkZiNR3S1qMk5A39bD4TC++OILfPXVV5g1a5b5/gMPPGAJ35SZOXMmgP3eoG6wG2ucytimTRs88MADaN26Ndq0aWNeF9jvMeo0hsnI4uP9998fMzGQx5xzzjkH8+bNM5+pXOd0Yw49Vzn8E4hNqEp1Tf6N1DfrXP91fUw8kSieJ9Y999xjLqQB1R5B6sKRLBLR+zTxo2vm5uYiEomY+dDk9qYu7sjv0d9nn322mSPDDU4eh3aeTLpwSnkFXw03k8NSIpEI7rjjDm1Z1OvpfrtduSisRxWJ6NjffvsNK1as0Hor2Y0jMuXl5RbhQyfSU9qASCSC8vJyfPTRR1i2bBmKioosCc9JGHzttdcs55DDzciD0q6/VUV/GnecxnAVud1Tbk9gf7s75phjtOdSobZMYbi6cDPZkwhw3tlPHasjkQjuvvtulJeXIzs722KD3XbbbejSpQv27NmDkSNHYvHixZYxTQ53lD2d4gkydnMEsi3ksKbCwkL8/vvvFgF4z549lsVloNreWLBgAYDqiItwOIyysjLbeYmKWnevueYaUwiyW8RTXwshcNxxx+GBBx4wbceKigqLbUk7udqhikTHH3+85Vp039Xn2qBBA7Nvuvfee2PsmZkzZ2LmzJkIBALo169fTESBOo8B9tfRRYsWxTwXubw65HoLVOfKcwvVn0AgYEk5Qe23pKQkRhSrqKjA5s2b8csvv7jaCdwwDOzduxcPP/ywqzLRBk333HOP7TFu2/SBAItEaUAVZew6V92grRoS6oCvDn5yo/nll19iJsRqx2Q3eOq2+JWNBTqX3UpGVlYWioqKcMwxx+Dll1+O+b1kKIwePdq2fEOHDtWWDQB69eqFs846y/JeIiKRzNChQ81/sjFbUlKCt99+2zR6aftzOSeRusoiP6vaiERk3FAHKW9TWV5ebhoRdF2qK4FAAP3797dsSQzAFBurqqpcCS/yCoI66Kpu70RlZWWMe7fqXUW/S/UkchOG4/ReTZGfx9ChQ2PqYyAQQO/evVFcXGxxxZW9Tdx4EulWW+R2KAt3di7y77zzDt555x28+OKLKCgoMPNuyIYiXYvq3sUXX6w9l648dB45T4Eq4Ogm5tQG1q9fj9tvv91iiAB6o02uN+o1xo8fj+OOO872/hBuRSL5NzZo0ABNmza1PV7eTUnnESCEiEmc6zTxUlHbgw56dnl5eTFiGYmzdjm85Hsiizw6Y5Mm+TQpV41g2YATQmDZsmXmbmmUg0zuB53CzVQqKytjng39Tbl5CCoH1ZPRo0dj6NChaNmypWMdcOtJBMSONXLokIx6D+3GKLru0KFD8c4775j9itq/EPJvHjduHCorKzFu3DiUlZVh9OjRFpEoLy/P3DRCbsd2doWdgKH+FlkkooUDmmjqhHzd86U8R+r56X7GE4mGDRtmGTfz8/Mt/VB+fr4pEsljCAkLsrh03nnnoV69eo7hZnaCRr9+/WJ2vlKRv+PkSUT1XJ780v+6fkAIYYqoqhch1cd4kyM5DEr9bep4RcdQP6G244qKihixQc6/pP4Gp0l6WVmZpb93EyYv12nd8e+//77ltRxu5pS4uUWLFjHpAOrUqYM9e/bY9ivxvLTkDR7UY536AJoUU1uzCzdTPYlkb1CnMYU2VJkyZQrat2+PlStXWsRYAPj6668xaNAgvP/++zjppJPMjUToGeu2XncjEql59eSxRS6f7LlO/+varvzeN998g86dO6NDhw6Oif/jQYv4qk0LWEP7CWrv1P8PHTrUnB/Y9fEq6lxMrtsUPqgT54844gg88sgjAKojDei677zzjrnpBHkPv/766ygpKTHLpHoSxcvvJM/57OYN1G/Qd9SUGk7I3ofyvSCB/7///S8GDhyI3377DT/99BO+/vpr3HDDDWYdUuekduzdu9d1uSorK/Hzzz/jlVdecf07DmRYJEoDsiFNHVE8tVvGziCQ1Vt50kpkZ2djy5YtFtc4XWPUoduNRJcsVScSyR0G5dNRBzAyeHr16mV5X101tEM3WNdUJJKRDRjZwCCvqLlz55r3kFbQyYCTf3cinkSEfC/p2jTZtjOmZGNNrl/yVsfbt2/Hpk2bEIlEXCnvgLXOqc+OrqEOqJFIRGuUyccsXLgQXbt2de1J5CSq1fZ5qwYHUC0+dujQIabsJSUlMUZLos9Y58VHyKvyJSUlWuOIrvX0009j8eLFyMnJsYhEVD75WLvE6XS8fN+p75Dz08jtTOf6TL+Lyrtp0yZtQm1C53GjikRHH320OSGWjRUddD/tjHddX6LbNYeIl3AWqH4+ct4X+be46bsAd55EeXl5MUZQoqukcvnUnCFUR8gQVRcAZJFIvQ8bNmzA2rVrzX5QnQzI19WFPcvhZoTcrnVjiRACZ511lmXMCAaD+Omnn3D22WejQ4cOlrYrexLJ77tBDqeRcZuAWRanevTogV69euHMM880yz5//nxzR8rvvvsupt7873//w7333os9e/bgjjvuwPfffw8hhNkuaEcqO+8wGbs6Tf/Xq1cPhx12GH766ScsW7YMbdu2xYgRI0xhUBaKgP11XG3LQgitSPS3v/3NtScRYG3r9evXN9vAK6+8guzsbFOklcNByatE9iT68MMP0aRJk5i+VJ6E2uUkcpp4kEBrF/qqE5fVvp+uYTfu2XkSZWVl4dVXX407jrdr1872XquheATdD3V3s/Lycq1IJLddXR9vB/Ur8u+nPCdye5e96HW2Lh1HOyEWFxejU6dOlnAzOWG/yocffoiWLVta3rv//vtx7rnnxvUkqomNSm1ftXmB/QmDyRai76p2eMOGDS3h8vLCjk7goNey8LdlyxYAemHpxRdfNPMW0YKeEAJvvfUWPv74Y/M1jRnxnjX1G+qcQx0r5LYs9yuqvaGz2datW4cdO3aY36+pSETXthOJ5Pd19YPum+75dujQwVxgkc+rq0fBYNA8v04kUq9fWFiIf//73+jRowf++te/IicnxyLedurUCb169TI34qD+VX4u9Nto4V03nrhNS5IIagoLOp+c7mLPnj347LPP8OGHH1qSrQP7F8ydKCsrwznnnKOtqzrBvKqqKibvkgxFDlC44YEOi0RpQJ7IA/tzbrhFnSDpDGudSCSEwPTp03HCCSdg4sSJ5oqQauTp0BnDtPorY+dJpOts1e/RuQoLC80wJbuOU0V3TG06K0IeqGTBY968ecjKysK5555r8SSiHeVo4JQHsUQ9iXQikezVoUM20GmypoYofvrppxg+fDii0ahrkYgSlOsGZRqA1IllJBKJ2cVKpaKiAr/++qulHjp5EukGAFUkspvQxUNeqZWhwVz2rqA2qB6vey52z1j11rBbRdJ5PwhhDSHbs2cPcnNzLdeSB9l4z5kMUZ3HBlDd/tVzqKu6avkIyodDBq7dajlBEzwZ1dOExFJVyKDf7JQI36lf0IU70G888cQTceGFF8Z8p6ioyDL5tHumTtdLRCSSzxlv3HDyYiNUsYjes6uPQPX9lX/vRx99hMcff9wUJmmlWnfd6667LqZMtOCg82Sz87CIRqOmsCJ7+px11ln48ccfMX/+fIshHgwGUVpaih49esQY6PGwmwy2a9cO55xzTtzv69ow7VR58803o0OHDqZBfsUVV1i2IQeACy+8ECUlJejWrRvq1KmDbt26YceOHaZgJ4tE8mKBTkS0q5P0flFRESoqKizhS8cdd5zZppo0aWIRDek50bVINGnWrBnKysrM3ZdkwUb1EnBCzp/VoEEDc0y55ZZb8Mgjj6BBgwbmRILuGfUhVMZQKGTmglTrEvVLcv/iZNeoXH311XjppZcsY5MsdKseIDSZpvtEz8wu3IxCSuVFCerrotEorr/++rj9uxwOryKXQ/691B7VcDPZk4gm7vLYqZvMOyGHucqeMHQudVJuJ/IZhoHc3FwUFRVh0aJF2LNnD1auXImCggLTk4gSIuvQTRBPPvlkHHPMMbb3jp65kxhPZdSdo0ePHrbnpefrNK5lZ2fHJPOXF+1011WFJgrNspv0k4gk2zy02AvEei3abV1Px8o5XmSPVvW5qIn7daHturZcVlZmEZmc6iKFqak45cXU5e7TeTnZEQgEMH/+fHTo0AE9e/bE3r17UVhYaDvXkb1K7YQ4tf5t2rTJHBvUvox+c1FRkZm4WvUkImFfzUkUDoctZaGdMtXfF08stEPnJUgennTfJ02ahEmTJmHJkiV49tlnUVVVZY4JJSUlcfMHFRYWmnVaJS8vD7/88ktMmbKysnDCCSegsLDQbLP0NyW+pt0ZD3RYJEoDqrcHdZxuMAzD7Kypg5UHVLVxyvksotEocnNzUVVVhWuvvRaDBg2yrGg5lUE3COpc++xC1+wMfflzusYhhxyCJk2a4MUXX9SuuNl9X6WmHZWMfG017Ic+I/WaVqt01w0Gg+jatavj+Qnd99Utv+WVDllskI03WSSQV4loANAZzHaQAZfIYKjzJFInxdSpy0JbOBzWGiwfffQRLrjgAm3ZgNh7mcgqHxmj8eoa/XZKpChf324Vw8mFN55IFAgEUFxcHCPOqQPx3r17TU8idWXVzQpfNBo1veDs6q96HrVNy9fVlYGMcCdPonPPPdecVMqoYVa6cDO5zsj9iXpMvH7I7rxnnnkm/vSnP8V8XlhYiMaNG2vF3XhtRRW9dFBbz83Njck7E4lE0K1bN9vvqiuDujLJHkSEk5hGdYXOTYmFaWUyEAhYjEm768o4eRLZfU/3uVP7pTK+8847AKpDAuRwECfk8CaZ1q1bx6wU6yazOm9AoPr5vPfee5b2QmGjunr6ww8/oKioCH/729/Qu3dvcyJQUlJiPjPqV9zaFIQqBMiEQiHzHhx22GHa1X+6HrW7Bg0aIBwOx+QkysvLMye7gUAA27ZtcyyXbGfUrVsXmzZtwrXXXov8/Hw8/PDDFlGZ+h56j7wfg8GgmQtSva8kksj1T35WeXl5josd1Neo/bP8Wp6Y08RfFmdUoUX9DonkqkhEE5h4z1otn+73OyHfM9mTiP4PBoOYP38+vv76a4uNGo9u3bqZ/Qb9Lvl6qucg4fQ3eR288MIL2LZtG0499VQzfIt2R9K1LZ23PGAVGlXovXh2kd0CFPVFumOpjHSPzzzzTJx77rm2ZSBIXFLtC0C/iEuCipMXG2C1SVQRVBaNn3zySe156PqyGCLvnKlbIKDzU9u0s01k6Py6cDgVu2dO9oZuPFK9tQi3CeLl8r799tto0qQJDjnkEDz77LPac5B9TL8lnicRUD3eyAs5Og+d5557DoFAQJu4Wk78Lz8bVSR66qmnYsoiC7uJIvcbsqdqNLp/o5xt27Zh7ty5WLx4MebOnYvPPvsMt956K4DqeRKJatu2bcOYMWNiruGUvD43NzemTnTs2BFNmjRBKBRCgwYNMGbMGEQiETRq1MjSfp1CWQ8kWCRKA6pIlEiDcvIKkDs11XtFzVkDwNyRJhAIYOPGjWbMsVvihZvpsPMoklelKVdO//79XXsS6c5pt4KQiIeJmgdAR58+fbBhwwaLN5RapmAwGJPg1q4sTp5EhCwSkbghD9SqJ8ALL7yAN954A4B+xcwN8oquDvXZ6jyJVGOqpKQE69atw+WXX25+dtJJJ2nvdYsWLWwn/oBzguh49ZLEvXjhf3RP1UkZYN3uWcau/qp1W2fABQLVubBUA0n9PUVFRaZIpApFbvsX1aNQFV3U9+RjAWu9kq9Px6gJc9XfCQATJ07UPivZg4ZWt9Xry8JGJBIxn4XsZeJWFKWy0gT1kksuwYMPPqg9Njc3F8cee6ylD9M9SxW57z/ssMNi8oYRck4iug/yBGLChAlxf49cr9VnqE741GPU+kuTOpro072iPqesrAyzZs2KEZqc7n2bNm1sjXL5b11dVifndsj9I1CdRFpOLOtEdnY2LrroIu2OeWqfRKEiMmVlZdqy0bH0+yZOnBiTEF+FJml169Y1J7/FxcWWCTaJRHJy73g4iUSBQMB83iSQq5Mv2iVGXrCorKyMEYluvvlmZGdnY9asWRBCmDk07CBPh0mTJiE/Px/NmjXD2LFjLcKdPLkIhUJmTiIqT8uWLZGdnY3WrVvHeHKT8CfXP/qtQgg89thjuPTSSx3LqJvkymOBOi6onkTkfSzXJSoXeWnIXiFUn8grw40nkd0xunAzWhTSeaTJu52Rx0UgEMCsWbPwww8/WCZ08ZgwYYJFJFIXXtS/qZzxRCKgOheK7LFGf9u1LTvBQBbCVORxzkko0gk2dqhJzmkMzcvL0y6gqJ4TsqCi807T4STCyPkMS0tLY+6fXBfcIIsrdmVTy2EX7aCbT9C448aTSHc/Aau9odr/suetLGa6nVfY5XX88ccftV4wspeXG6EsEAigsLDQ7MNUryj6XUOGDEFxcbE2cTWJRDSm02+WRXY7UcztInI85HZHfYp87vLycgQCAeTm5qKgoABAtV3+66+/olOnTpg0aRJeffVVlJSUYPbs2THn1ZU3Ly8v5ne99tpraNiwIRYtWmSW58QTT4yxkRLZqMPPsEiUBtTOJBwOY9iwYa6/r4oIukmXnWcNvR8MBrF3715zojpr1iw8++yzCf0OXUfqdlKgQoO76k7rNidRkyZNYt6TdziQiZdnRP4t9M/pt1x55ZXo2bOnuaorQ/fczkDTHa8bOO08iejcZODK4WjysygrKzN3QHJa8XCqh3QdtW7pPEgAe5FI/V2qaErnUrFzI7VLNioPBvFWebKysixJilVoK1K6RklJSYxBe9hhh+Ef//hHzHfr1asXszMCDfZ2E1x5FYU8iWTU9lZcXKwViWoSjy97KqrX0xlphGxwqSKRYRiOIhEdb/ecZE8iJ5FIPq9aX2iHIyfIwFRFoqZNm1p2Y5Tp168f7rrrLsszsauT8nuySNS6dWvbsCU53EwV5t0+X7mfUfsieZVQfs8uzIP6fXnSRd8JBAL4/fffMW3aNHMnKcLp3i9atChmZVauG7IxrvuccBor7HKwbdiwwfY7RCgUwllnnaUNhXSzk5XOgKTwJ5lu3bpZxGi7yTAl/KUV8+LiYsuqL40LuvBIO+T2o3qCUOJQoFpAcuOlFI1GUVlZaYoh0WgUP/74I9q2bYusrCxceOGFriYUdD8uvfRS7aSuS5cuKCkpMScToVDI8pwGDBiAV199FUIIjB07Fu3btzfPC1g9iWRvJ6A6B9IxxxwTk6tGV0a1L5LHNdWuUT2JqH+T646cy0k39soiUTwbSX6e6j3XhZvRdem8cj8jr8TL/bJcJ9R67SRU6L4Xz6bVtXmdWEHvkZiq+52Ek0hkJwKonk9241ciXtvk0SufV/1bPV6GbEGdjWF3Hvk7KvJ7u3fv1i5suxUF5XK5OVa9vl3ZZRIRieSk3zKyR4quXdD/NfEkcmqr6u+jMtA1TzjhBO1uYeritLyxiiquyMdWVlaaNoW8gzH1szT/0uUktWsv1N/FC/si/u///k/7vmxD0aKE3I/KDhD0N3lQffvttxgwYAA2b96Mjh07Whb4nOpqbm6u9jnK3xFCYOXKlebfVAb2JGKSBnk2yN4+TtvrqagdiZyfQ7fqQsgru3QsvVe/fn1HNzwdsht4skQitWNxEwI0duxYrTFcVlamNep1opDOAKHBUP1cPW737t3mrimywSJ/x61Xk921VJFINU6A2F0m1Mmbk9s0YVcPe/fuHZMXgaDfrHoORKPRmI5T9eaQJ09y3gRd3bHLM2PX6asr61RW3SCdk5NjCkUqQgi0atXK8nxJJCLjSgiBo446ypJEkmjUqJE294C6umhXBynZptNkuKysDNnZ2ebzoborG3N33nln7E2SkFeLqHxqeZw8ieSwBV0d1rl/y0LEl19+aW7prKJ60OhyEsltTrdym5OTE3dVtaqqCtnZ2ZZYfPm566BryiE0snebXZ9MfXCzZs0wdepU235ODhlWRfPbb7/d8fcQboRDtZxqH6OuoOqMePn31q1bN6Y/2L17t/baQoiYUCBdH6Ab43ShWXYTOt1vP+KIIyzH6HB6/jqRSO3/dSIR5btS2wolxQes3nny85BFIgo3k0WiRMLN4q3qA1bPvPLycsddZOT6UlZWZvEkoufidgIBVI+vJIb885//jPm8U6dOuP3227F3715zsYbG/dzcXPz1r381E4/KE1ydSKROgG688UYcdthhcct48sknm7kp1N9qGEbMhEoIYRG8SISQxRw1DEz2iG3WrBlCoRB69OiBrKwsbN++3bF8RxxxBNatWxfzflVVlel15SQmyO1GrlfyQqHTZNxJDJTtCnXhxU5QcBoLdXk23XgT27VxJ5FI7QN1xyTiwQrsF4nkPuSQQw6xDSvW2cyA/QJFImUBYkMNdSKR28UKdSwhVCHDjWBFr3Xfk0UiO/vw8ssvd7Q31NQRTv2kECLuPEU+1g7aAIPKTqHcdM1jjjlGa2Oq1y4uLjbblJ0nEf0WXU4i2TuYQnUBYNmyZWZZbrjhBtvfsXv3btO7Jx733nuv9n15wZvyEsm/g/pK+beTuEd/79mzBz///LPtPElFzpcnIwtoduF+LBIxSUNeYYqnwMtJ6dQOnr4bb+cpGfnzvXv3YunSpaZIZAdlb1eR44l1ngY6IcOpg4xGo9oVN7uJPdGoUSNbYUUWiVQ3c4KMavV9WSRyun5FRYVpsKsiUaKeRIDetVYViXSCgnwNeWBQ/3fr9iwzYsQI23AzuxU+nUhEdYV+G01ugPihfXYTi/vvvx+XXXaZVsBQy5udna0Vguh93Wfyqr480aa6QZNmp7asnldnVNo9FxJvnTx7ysvLTZGNyqmWZ+TIkbblA2JXcXXPwE24mSrWEDpPInm1SLfzEEF1T10tthPBdeXPzs6Oa8ySJ4IcMqNeR4c8iXbb38lCXn5+flyRiDxPyPADnD3/1GupAls81GvJ947qPxAbmkbXqVOnTszvl3eBU1FFIjsXe10/rU4+dPedwp+ckA1ltV+zm1ypu1rpjtOJRLr+goQCup6dSET9u124mRvbwk155M+o/YbDYdt2JAuxVLdlkYjaldtd4YDqekSii93K/4gRI1CnTh289tpriEQiqFOnDpo0aYLLLrssJrxaJxINGDDAUndDoRDy8vLw0EMPuUpM/qc//QnXXnut+VoVc1UbKhAIxHjwCCFw3HHH4eWXXwYQGwoj2xcNGzZEKBQy27/dfSGEEFqxKxwOW0LzCGpzso152mmnWcoLxG5e4tabQobykcltTO5T1DHHblGP6j2F5smfBYNBUxDQ9Q1HH320bRi+zrvJbdkAdzmfZOQ+hM510kknoV+/frbHyziJQLJNqit3PAGJ8teoxyWS/0zXz+hEIrmd2o2jus9Ub2C7vuqNN96wHXN1URLqddXXclg7kHhbGDhwIFq0aAHAauu6DRckDMMwPSt15VWP1YWbyYKIENU53s477zzUrVsXhmHgl19+cUxQXqdOnbh9ksyvv/5q+xnlzJK96wFYxC1C/t1lZWVxF9NVnDyJaMyyEy8TzQHoV5IiEgkhLhNCLBdCrBJCPKL5XAghhu37/DchxOm68xyoyEZoVVWVrZoNVG99q0KVVK2UsmGiGvByB0Bs2LDBNF6cOrQzzjhD+37jxo3jGqI0oOhWndXfRGKNmj/DKdYbsDc4y8rKLB2VnQChGzTpfbp/TsKKLJbZ5Z0YNWqU9rtOce4y6uRHFZLkyZzufPJqZrwJrx12nkR29zUajbrKSUTfkz/TDYx2z+Cwww5DkyZNLFt003nU/CCy2zl9DuxPzKrz7JEFHfW+08SC3Fzt0IWgqH/rfp+8MiY/X/VYOXm6KnC4Rd2tSDdhdxKJdEaBXH6ncLOioqK4SYd1fYgqEsnvq8fTqpxdeCmwfzIsi4FuJrStW7fGkCFDAFjDMU444QSMGzcOTz/9tFa0lY0LtQ9WxV8SuRLxEiHcGJoqJETIuw/Jn8mvqexy7hOdSOTU9zh5EumevTqRApx/pywiOnkNyB4g8nftxki1Psl9hE4MJ3SCv7zbjOqBonqK0rVCoVBMjrT169dj7NixdrdC21ad6pRsJDv1K3l5eSgqKrIcR5PkX3/91Xw+iYhEhNtxa/To0WjQoAHmzp2LiRMnonnz5pbP1f4jJycHZ5xxhqXPePDBB7FmzRq0bt3adfnomRxxxBEx9pYaqkq5NOTfRX1P27ZtAVSLRPI4Jo9rOg/peOhWwhs2bGieS9d25GdttxOU3JZ0z9WpHgL7c4vYtU1du9GNm/I4qdaVQCCAQw89FH/84x+155w6dSqaNm2qLR95ErnxbJEXuuh/amtuPXjIk0iuj072ZzyvPJ29qzufnUgkv0d9k50nUePGjW3LQfXAro+W65p6v+3mD7qFS7fhZk73TfVc1qG7rnxeXfoJet8JwzAsuyq7WXRSryOncVC/J1+fRCISW+g7sg1JOYm+++47s45QyG6yOOWUU2w/k+tLdna2Jdek6i1PObMIOXqChCi1PqgLnbpxXt6AgUWiWiKECAIYDqALgLYAbhJCtFUO6wLg2H3/egN4rbbX9RNyQ4xEIti6dWvcYwlZuFArqzw4qiEj9Jn8XYp1B5wNP7tObcuWLY4r86qHjp0Yo/4WWWyhTsqpY7WLjS0vL0dOTk7MyrBOzLATP9wM7LLBrhNvAoEArr/+eu137QZrtZzqb9CtcqvPUB1k1US+KrTzhx3qDlNqmeXna7eSrX5f9SRSRU7illtucfR2A/Y/BzmmXzUEDMO6HTF9TuKRupoll0Xn6USvjzrqKNx44422ZbMTiezCzWTIKHbKKyF7EgGJC0Tyd1SvDPpb1x7k13Icu+4+xXP/disS2RFPYFBX+nTXpd2C5Pubk5MTd4LaokULdO/eHRdffDEqKyvRqlUrXHnllahfvz5uvPFGdO7cWSuaADDj5dWQCPVZkpdGcXExqqqq8MgjMesvtridoKjY3Xd1B0J5lx9qh2q4WTzUHdHkuiNPEpyEJ6dQC3k80o2rgH4xxe66hNqGdcfpPIl0bV/1nNV5EgHWMYdy6ciTo5ycHHTv3l1bXgBmfjoZp7Fc9iRS26/cL8neL1Re+Tfs2rULQOIiUbyxSebGG2/ELbfcYivwqGOzGl7apk0bdOvWzVzVd0s4HMbhhx+Ok08+OSbE6AJpV85TTjnFEsJBAjq1KTUvCFC9EHLkkUdCCIHjjz8e7733nq1niVseffRRbNq0yfQk0uXysQutkdH1AzJO9ZCQc/bIuaHk89strqhlU/OH0DmBWI9Uws3Y42TPUDgMLUQA+20LEkmd+mBVcCdxgM7ltIirs3EAvf2q3g/1t8RbTKD8NWrIOF3HbmtxwFoPdPdSt/25/HvUv9VzUZ+iikR29obTPe3duzcOOeQQWztCd2/VeiqPM27qrnw+dfe4eKiCEO2mqVtIcRNuRsdkZWVZvIbdzomSjWwDyd5Ods8AqP4NFRUVyM7OxuLFizFp0iTLuXTYiUQUftiiRQutaMciUWKcBWCVYRhrDMOoBPA+gKuVY64GMMaoZi6AhkKIQ5NwbV+gehI5KdpOXiU6qJHovIxkVVoViWqy0izvqqELkZJXQ9xM8NSONBQKabeGVbETiU466SQcddRRMW7E8m4ahKquy+hWTtTz0XHqSpJhGI7Gd/369c2s+fQdHU4TI3m1X1cuEgjjeRINHjzYtpx0PjuvLnXwsLtnaj0pLS21GIc6Eaxjx44YOHCgY/JQuY7J7YnKJYuj8rNXV32cnrPOk4jK2bJlS/ztb3+z/a4bLwQ7TyLZo+Tyyy+3XJcg403nBQFUJ1d3Qt61Sa43hCwgqUYGQSumdmKizpOIqFu3rm07puvTc7Srv+pnutVk9X3Z6KDrkGsz1fXnn38eL730km3ZiDp16uDZZ5/FQw89hB9//BGPP/64OTk87bTTMGPGDNMYo74zPz8fjz32GIDYbarl5w7sN4LJPdztRgO///57jURDQu1brrrqqhjDke6t7OUke0JcddVV2p3B1OvI9d1usqOuKutEIh1yuJOd54Kce0Cmffv2OProo7XndVrppddyP0fI15XFcbqfhmENN5O/T20zGAzG5M9q0KBB3PyCuvPG8ySyE4no/fr161vaMG1trxO6EhWJ4o1NKrod5oizzjoLgHUiJK/c//Of/9SGYMWjdevWGDx4MNq1a4d7770XDz/8MG6++WZs27YNgwYNwn/+8x8A1XaJEMIyqb3wwgsxc+ZMnHvuuVqR6IgjjsDJJ59s1ovjjz8ed9xxR8JllNvg4MGDzV3yAL1ISM9aTu6u1mM6Zvny5THhnLThQzzk78keHG4mpLLAqy5WEXRPdV5Gp556atwd9uT+Tka3/Tz9T3/LbcIu56G8EEVCuyzGuPVSBvT9ovp5PC8Z3fmA/eFmduGAbnON6a4te5LK91s3JsjI441sIzh5Eh1zzDGOItFDDz2E3NxcrU1qt1Cqmzeooot8Hjvksqs2jd211fmLuigh/wbVfiN74rXXXrMsPgDVuc/OOussSyRDqkSiDRs22NoIVC55LLGra7pFQfJuBZxtBLucRG4WyFkkcs9hAOTtQjbuey/RYwAAQojeQoh5Qoh5utUvPyIbqIka7/KE1+5zQN8x6nI+xPMkmj59umN5aGXGaeVWVz6788gDQlZWFm699VbHEKe7774bJ510kvacjz76KM466yyLAUiTNHXQ1XXi8jXjGdB0Dp2Lp9N3hRCWxKl219eFOcnH2z1v+l+ecCSyui9DKw66Z2H3/FXUVRj5GDVMjBg+fDiOOeYYx7LZTdR0xoXOPT4QCJg5rOxyE+jESnodL/5at60tnVNXbvk9uR598skn2mOp/dgZf1OnTnUs35QpU8y/dXlbaLXQKe9Pfn4+jjrqKEtSW3WFlM6lQmEzdjRs2BANGjSAYRi2XlnhcNjSrtVr67zUyBAkaDJMYkGPHj1w0003aXdP1NGhQwc8+eSTaNGiBc466yxTAMrKykKLFi0QCoXQoUMHjBkzBocccgjee+8987t2wrU8UcjLy4NhGLaChQ4Kf0kWU6ZMsYwl8jOgZMxA9b2lv6dMmWKpYzpICFTrjlzn5M91HgbxfqduMUNu13aeRNdeey169uypPafa9+rKqlso0Rnu9B36zE44lRdndONbPHTCWqLhZrp2rJvM6lbFE0lcnWyeeeYZtG7d2hRh5Fx0TiJ0PK6//nrceuutAKrHg+uuuw79+/dHs2bNULduXTRo0ADdu3fHlVdeiYqKCjOZNu2e9oc//AEvvfSSViSSJ2k1WdAjpkyZgs8++wyfffaZ+V7jxo1t+xO67uGHH26+p9Z3et26deuYscNN0m/1nLKHgOzlJaObsJWXl5vhKHYLBDqR6P3333dM+UDo2ofapuU+S91NrUWLFmjQoEHMOWT7TRaJqF86/PDD8dRTT8Utn1wGdaFS/VxnA7kRAOxyEiUDeUGVPLfUZ6Ved/r06ZbdP+kYuV/U9c9z586NKwRTGKTcvwKxizmEU3+oPhMd8vtyPiW5/pPArSurfB5dLlBCXZikZzp58uQYkeiwww7Dq6++mhaR6PDDD8eUKVNw3HHHxXwm52WUyw7Yp0CQnTF0Hq467PKS6hwL6Nx0TRaJ3KNrAWqtcnNM9ZuGMdIwjA6GYXSwixn2G1TZIpEIXnzxRdffo47TDXJDoGuo7vzRaNQ8n13Cz86dOzteR00ga+dJFI8dO3aYx9I/6mB1W7zS6wsuuMAxMaDaydI17FaA5N9CqInwdNeg78nGfiRSvW3wv/71L8ffbrc7ha58unspC4dqPif5O07hZm7qoZ0nh93zVevqgAEDLMfTSotOMLETApzQDcJqAj51lVFe+SstLUWjRo1sJ2Z24XCBQCCu638yws3k+Hv1WHlwV+tPogkU7RJ06typ5Wdft25drFmzxlYksvNEAKoNPKfnPHPmTLRq1QqAs7CmSx5N3yFDQf5M9SQiz86qqiqcffbZuOmmm2zLlCgtW7bESy+9hLlz56JLly547rnn0KlTJ/NzVWik3yYbSLTqt3r1atfX1fXBiYw7MpR3SV1Zl8VrKm+9evUSEqdIeNL1L04Gtp1nmw7dgoMqEjqFAOuQvWzUY+l9XR+p6weon6JnZidYq+Fm9F35M7fQM4oXbqaKROqzfeaZZ2wnwcQJJ5wAANrdSNNJ//790bBhQ/zjH/8ww78A57BCt9CzPvTQQy25O04++WT06tULLVu2RDQaNXPgjBgxwpKzMJ5IVNtJ2mWXXYbLLrvMfP3oo49i9erVCAaDZvuWGTp0qOW12sbkRbJ4oWc61Porh57J9obdJExdINKN33K4mUo8sYBCVlQoR5wqUtNrNdTolltusRV7qFyyYE3fP/744x0XBZzyBOqEaRJR6DpUz2QvULvz6TyJiJqOKTJyn6LLNyR/PmTIEHTu3Nl8BrSAEs+TSM5r4wSJRASVhRacnO47HZ+Xl2ce67bd2uUy6tevnylCqxQVFVnqsVuRSAhh2chCHWdp0URu46kSiYglS5YAgKUvonvtRiQCrL/XMOxz+8k8+eST5oYAKk6b9tA9YZHIPRsBtJJeHw5gcw2OOWCRRaIHHnggoe/WZEWYriGv/pKIoTa0RA0kOdSKzkuQ2ENGr52h/9VXX+Hss8+O8TCRdwmwM+ydYsmB2JVhWRTQnU9GdmM+66yz8NFHH2mvoRrs8iB/xx134O9//7tjGdVOSRcCKBtN8jWpfMTu3bu1260DcAw3c1sPVaGR3lMFGJ0h8eijj1q+Ty7Z8mv6LXRP7HYLUrGbSNapU8c03GQDiZBDkIYNG4YuXbrYGo30bOXVhkgkgnbt2sUVU+0mkbqy6H6XamSox8qeBep937lzp2PZ3KLzhpBf169fP0bM0olEqsB23XXXYeXKlY7hhPJqq1NoKO1Spyb5DgaDuOuuu2K8QXJycix1TPYkOu2003DJJZc43JHEyM3Nxd13341gMIgGDRrgzjvvtHxev3599OjRw5zAyavfQHX9u+222wAk1k8LIWL6BLm933777a7OAezPnyQvMMjPU/Ykona0d+9eV+WkvFo6kV5up7q6RbgdH1WhWv6+bixwCveg7dmBWG9DJ48Zp7ZPZVBFIjlshl6rXjBuRSKqE/FEoquuusqVJ9G9994bd8J91FFHAQAuuugiV2VMFX379sUvv/yCZ599Fi1btozxxqoNduc49dRTcdFFF6Fjx44YM2YMWrdujYceegjnn3++5XgSqmnSCyClkzRqU7t37zbbN9GjRw/cd999jt/X9cuA+3Fn9+7dlte025l8bsDqLaETQlasWIF69eohJyfHtj2pos5pp52GQw91znRxySWXmAsUMiQSyfab2hfI5dN57xBqPkA6/thjj8Wf/vQnx/K1atUKX3/9tfla5+FJ0HtyWWiBxk4kkqGxXTcxT3QuEw95vkL3WC4f1VV6j34HtT+7nEQ33XSTq523ysvLLXMSemZUv+SykN0jE41W7+yoPmt5e3sddikdnPrWFi1amKFasheWWhfk8ZPQ9Vf0evLkyZY0DHbPPpmQB7faF9FnahlVyMa3awd2NsLdd9+NJk2aaO1wDjfbTzJEop8AHCuEOFoIkQ3gRgCqn/kUALeJas4BsNcwDPuMZwcYlEcg0QzxtW2cqqAjJ0nUGX4//fRT3HPahSABsS6jdsZNw4YNLR5E6rl0nkSJiETyIG7X0HUdttzJBoNB250b7HY3a9SokXZlTkXt+HSdDT0XebWNXqsT9dGjR2uvY+dJ1KFDh7hlpON02x/L+a6c3OKzs7NRVFQUUw75HtP36Z6cccYZMVsB61BX++R8AIZhmAkl5bAj+TghqnN53H777bZbe8qhcvLqm5t2rA7wOsPRTvzQTfzkNqIKKPJ979Chg3Z1v6bIHkVq3SOPPp1IJBtt9P0JEybgvPPOw5gxY1CvXr24kzNdqIpaX7Kzs5GdnR1jbB9//PE49NBDY0IRsrOzLYnOSZyWhYl0EQqFMGrUKLz33ns45ZRTYkQiIYRt247H6NGj8eOPP2LevHlmv/7jjz+iQ4cOePPNN+N+/4wzzojpJ+ieyf2VbDxTGG28hPNESUmJJZeMPE6pRq6dR4XsiaNDfs401sjPWedJVLduXUu4jUp+fr4Z8qx6tTp5U6htmJD7GVUkouPU3c3oNwkhcOqpp9peU4bqUjyRaMyYMY45iYD9W7xnMowsUUjUlkV/dRGhJjRp0sTR8yMQCKBhw4Zo1aoVnn/++ZjPd+/ejWbNmlnC4ZIVbuYEtVPZ7nPT3+jKM2/ePNfjjq5/kOsi/e2UVP7444/HkUceiUgk4hhuJvdVU6ZMwZw5c+KOO4888gjatGljOQ9QbVuQSERtjxLcArFtQbZj1DLqFgZJJHr88ccdyyeEMEMX7T5XkSfRlDuObE91N2O5n6WxPVkTYnlMsZtDAPv7HF0oPJXJTU6ib775BqNHj3YlBKu77skiEZ1X9oJT20E4HEZeXp75vebNm+Nf//qXudAj256hUMi2XdM9cNoB7Pzzz0efPn3M86nIC9cyVEft5miFhYWWxVu7cTfZ2PU72dnZWg8uVWSXIxRorH/uuecA2ItEWVlZ6NWrl/Yz2u2OkENJ6Z4k6sHrV2ptFRuGUQXgbgAzACwFMN4wjMVCiL5CiL77DpsGYA2AVQDeAODsanGAQZMQMqzcUptKWL9+fVOZl72HVJGIeOutt1yJB2VlZY4JxFQvDiDWOKZBVnYzltF5EoVCITz44IM47bTTHMunrvTYdYbyxFKekMj3Jd4W1eQZQ9d125m6UbrtXLwTMRjlnEQvvPACgOrO2I0YCFQbj1VVVZZ6SAYePbtwOGybeyYUCuE///mPOciquxPIXgihUAhPPfUUvvjiC9NAc6J3794477zzzLLIK2a33347OnbsCCBWcJQ9y0KhEI466ijLyqLO2IxGo+Zk8MQTT8S7774bt3y5ubl45ZVXtJ+98cYbAKxJPtWV0mg0irfeektbLtlok0Wipk2bun62iSB7s6nhZgAs4WYy6iTznHPOwezZsx3DRXXIA3RJSQlCoRAaNmwIoNqAk+P56f9Bgwaha9euMW2LREMqry4Zf7pp1KgRPv/8c+Tl5eGJJ55IWj6hM8880yL2nHnmmWb9eOuttxzFnJ9++sm2LqnegdS+77//ftcCEQC8+uqrFhGXnok8iZdXinULCvH6Q52IJF9T3Ujitttuw3fffYeLL77Y9pzdunUzd5rLzc21PC/VCJexE4hJuFLd5OXjnMLNfvjhB9uy6qBzhcNhNG3aNOaZyTs3ydeROfPMMwHUbGv7TKMmrq6tJ9HDDz9su5spEQwGbe/VKaecgv79+yM/Px/16tXD008/ndZwjw4dOmD06NGOngtvv/224zlUoSFRIpGIZbyT39d5s/7000+mZ092dnbMM9R5JnXs2NHVAhRdA0BMvyF7DtFijbxgQcedcMIJ6NKli2WhQ14kk3PxyJPbREP2ZKiP1NUXXbgZUD12z5s3T/vbgf2eWCTWjB49Gm+//XZC/bxcd2hMifd9ConSiURqTiI1PQR93rx5c9NGdENZWZlFbJLTXxDy/Em1ZaPRKHJycszv3XfffRgwYIC52CzPRajuUvnlUMVoNIqbbrrJVZ8in1e3CKHWE7LZCF3aEXnxNl0ikR0kzALW6Aq5TJWVldr2QM/ebh5dp04d27mG6klEbUYeqzNlL6abpPxKwzCmGYZxnGEYbQzDGLTvvdcNw3h939+GYRh37fv8ZMMw5jmf8cAi0dWg+++/H0CscUbvu2H79u0ArO62cmekntsuSacKJfRyaiBOIhFNzqkjkicAhM6T6IMPPsALL7wQNzGiuvqkE4moDHZuhvQ93XaWdA16n86RnZ2Nu+66y7FsdlAn1r9/f9u4W11H179/f8fzyuFmFGJiF5rmhHzvtm/fbtZDWnHQlXnz5s0QQuC2226z9Xqh148++ijq1KmDm266KWYQs6Nz586muENlaNeuHY488kice+65ZuJrO0+iQCAQ4yYOxD5rqptyske39O7dW/sdehZ2yTOpflGbXL9+veW+qSIRHb927VrXZasJJF4RlHMKqDaw5FUf2eCNRCL4y1/+4srlW4bqDYUj9O3bF7m5ufjuu+9M74mlS5ea4U3FxcXmd2lQl0VroLpvUcNRw+EwTj/9dHSS8gWlGzJ077jjjrSsUPXs2dMcI2oCrbQFg0EzuTqAhM7517/+1SLwymKk7LlHkLeX3B/FE9QoUTmNC3QOedVZrg9nnnmm4wquimqc6na3IVTvKN1nqieRLgRRnmzWRFCUPYnWrl2L7du3m33S/fffb94vNwKQLGolYp9kErkPSIZI5IZLLrkEZ599tvazo48+Gtdffz2OP/54NGnSBFdccUVaPIlkevToAd1GMfRM//rXv9p+N1nP3c4GVUPeyXtI/lueFMu2G9m/v/zyi7mw4AbVowWoFvNpXJMTVcsLXUC16PfUU0/h+OOPt4jpcnuSBQI65oQTTsC1117rqnyNGjXCnXfeGdPPkOitCgd2E14KLaQci6otTv0z1cEePXrgr3/9q+t+/v7779fWHbffp+vKdSxeTiJ6ZmvWrEkoP2PPnj1Rv3590y6k5yXn2iPRSl5ckIV7WSSS66iKHCIvz1lo0dWNh6Ya3iije+7yd+hz6udVkUgON8ukSCRvhmE31pFIJM83KZrA7nv33XefY1RKIBCwzJ1J1FRtyYOBg0MKyzB169a1bHseD3X75TVr1mjf10G5UnSJu5w8idxCScbkySAlpSQDVzZidR5BgUAA48ePR9u2bbUJ3nSeRHXq1HFlzMmeRHKDVlV/uZzyJIXuS35+fsxuFfI16Pt16tRBdnY2unTpgocffjhu+VRkQ/+FF17AihUrzLLI6J4XeQfZIQ9iiSYzJrp06WL+femllyInJwcvvfQSOnfujBUrVmDNmjUWg4eQXc9pYFUneDQZyc/Px3nnnZfQ6hSwX9A76aST0LlzZ7z00kt4//338Ze//AVPPvkkrrzyypitkemZ161bV+sBpe6WFQgEcM0115heQYl4wcj3nFbmv/zySwghMGvWLNSpUycmITGtMsrvN2jQICbnjjxppPK7XSUl1LxKa9aswerVq9G5c2esWrUqbt4l6mM6d+6M0tJSy6qPvLIXiUTw1FNPJWSkA/tXE4uLi9GgQQPcd999WLZsGc444wx07NgRDRs2RL9+/bRJKeVVRjnskEJ/iWg0iqqqKlx66aXo2rVrQuVLJk2bNsWPP/4Yk18pleTk5ODSSy+NeT9eTgzAunV7dna2mVfJTYJQmYsvvth8Hp06dcLq1astK4NyH60LCVRFQJkPPvgArVu3NtuIvLOhPImU22miQqZ6bVpEScSTSF7lV1c2dZ5E8opqouO43KaXL1+O/Px85OTk4OWXXwYAc7ctmjzE6wPk/tKNfeIFOnXqhHbt2gGo3e5miaBb+JJp2bIlzj//fFO0zMQkTdd23TzTmjz31atXW5JpO6EmzZcn6FVVVTHJbWWRiEKTEm3Xqv2Vl5dn8Thu3bq1uRBFbfOwww5DXl4ezj77bPzlL3+JOafsvSZ7R7Rp0wb33XcfpkyZov2ejpYtW6J///4WLySgup517twZl19+OYD9eZ10IlE0GjXTI/z73/8GsN/bm9qEPBbROQH3/byubnTu3Bk5OTmmjeFmUwb5PMXFxcjKyrI8UzXc7Pjjj0/YHnr++ectc6RQKITGjRvjgw8+wCOPPIKuXbtavCtlkUBOd5CdnY3DDz/cUj/UcUL2opev2bNnTyxcuFAblqrilFfVzpNI9RyizXaI0047LSPhZsSqVasstmdubq7ZFsneV8tDi4jqb7eLcOjUqVNMcn6VCy64wGIX0HxGfo5+9KKtCSwSpYELL7wwoS2MAZiJ8w4//HAcffTRmDx5MoDqxGL0mS65nm4Le3JBtROJdOexo02bNpY8NUcddRQmTpyIyZMnm5M6uxAvIQQ++ugjtGzZEq1atbLEdsvfUw2q7Oxs14N8KBSyeBtRQ2/Xrp15fspbI3uVyOVt3749HnnkkRjjUc3JIUR1bPiECRPw8ccfuyofQTkvqqqqMGXKFPP5tmnTBhMmTEBVVZXluaj3ko53QvZ+CQaDrr6jMm3aNHOryhkzZpjvT58+HW3atMHRRx+NaDSKww8/3NKBygMPiUSy8UuvySgeM2YMmjdvnlDZyAgYOHAgpk6dis6dO6NJkyaoV68emjVrhsMOOwwPPPCAZYVSCIHLLrvM9EoBrG1BTgxLdbN+/fq44IILMG7cODzzzDOuyydEddx8dnY2pk6diokTJ5qJXM8991yMGjUKrVu3RsuWLTFp0iTze5FIBK1bt465T4TsUk7eWPG2G9dBfUWrVq3QqlUrHH300WjdurX5bKdPn47DDz8c48aNi+kj5JwtdB4SZKg92W3r6haauALVRnpOTg6OOOIIBINBDBw4EAUFBXj55ZdjhI7mzZubg3okErFMJFRPoqqqKtx0001m3oBMEQwGcdRRR6VVJAKAGTNmWPqFKVOmWJKiyqh1TB5P5C22E2HSpElmn/HFF1+gdevW5hinTgKAWKFZnSQRw4cPx0UXXRTj7UnnsPMkcuvJSOdUc+CVl5ebod5q3i31b3lxIhQKYcKECejbty9k6BjVc/C///0vjjzyyLhJeFWorU6ePNnSx8i/QQ43k4/XQfe0Jv1PpmjUqJFl++x0iERuaNGihRmKrPbvmSQR+9AtrVu3tvQZVL/ka8l1jur/5MmTMXnyZIuIQblpgP2eRHJOIlk0couc8yc3NxcffPABjjjiCAwePBiXXnopBg8ejPfeew89evQww/RuvPHGmE0B5Oco27SySHTeeedh6NChaNKkSUJlrF+/Po444ggz/2Lz5s3x6aefYtKkSfjkk0/wxBNPAKgOaxdCWBZAAVg2jrATFeR+9dNPP02ofDKytyn1KWRrUD8kz20IXd2bOHEiDMOwhEeqItHnn39eo3K+8847OOGEE/Dyyy9j5MiRWLZsGdq2bYtnnnkGkydPxqxZs3DuuedaPFVkTxwSif7+97/jyiuvBAAzb5Uauih7yFDdaNeuHVq1aoUWLVrELathGGjatKnlvOqGRGqKB93iMyUAb9CgAV566aWYUOh0ikRt2rQxbc/Jkydr5xFqeYqLi2MWb2VPdvk3T5kyBbNmzYpbjjFjxphhgllZWZZF77KyMgBw9YwOBFgkSgM1CWOg0JF169YBgLnK3bVrV/MzNbxk0KBBjuekVU5gf8N59tlnEw5TkZPYLV26FPXr10fXrl3x2GOPWdRVdVVi+fLluOKKK0xDXN0CWR3oL7nkEjz66KNYtWqV65j3IUOG4LrrrjNf16lTBzfeeCN++OEHc9LZrFkzywSHOkUSrVq3bo0OHTrY7gCn7u5xxRVXuCqbDD1XoHo3GdmL4ZprrsG//vUvrF271vaZuvF6kBNGh0KhGntKrFu3ztxJwY7Vq1ebIuHTTz9tGWjofV24mV1ySje88cYbeP/9980VG5VXX30VDzzwAJ544gnMmzcPjRo1QqNGjXDcccehR48euOCCCwBYV8tkA5OERNp55sYbb0woxh2odqt++umnceWVV1rqSV5enrmT1oYNG3D11Veb19TldqKBCbCKWnRP4z0fJ9auXWvbB6xbtw433nhjzOdy/VXLJe8KR+/X5BlfdNFFCAQCeOaZZ1BZWWm7ennDDTeYgsKDDz6IJUuW4Pjjj7eUiULh8vPzLZ4b4XAYJ554Ik488cSEy5cK0i0SAfv7kkgk4liP1M+SNcF+8sknAeyfoHTt2hWzZs1CYWGhKejbiUTkCaIajp07d0bjxo0t35X7e50nkS5Ztx1du3bFww8/jDPPPBM33HADAODYY4/FZZddZo5v9evX1ybXNwzD0h7q1KmDAQMG4Kqrrorx+NSFm0WjUdx8881YsWIFli9f7qq8uvLLUAi4fA257HZjBx1Tm/4nk3hJJMrJyUHnzp0t/WWmwz2A/XZmKu6TEAKDBw826xddi3LKEXQPunbtanm/oqICjRs3tixEyaJQSUkJ6tevn7DQ9sorr5jjNU2i33rrLTz66KMYO3Ysrr32WrRv3x6jRo0yhaFQKISSkhKLuC2LRPJzlBNX1/S+Nm/eHGvWrMEPP/yAli1bYsCAAZbdOfv06YPRo0ebdjhdv379+ggEAqbXugyVk46VQ8prwxVXXOE4P6HnLT//QYMGaW3gK6+8EhUVFahbt67Fe0S2N2rqOX/RRRfhiy++QL9+/XDppZfGCHeU10oW/Zo0aWLJY6SGIf3xj39Ely5dHEWiYDCIG264IaHQzTPPPBPvv/++Wbfl30w7Ddp5EsmvaefJ/Px80yYm0hXuqqNr166uRCLVBqCQPd1ud1dddZXrXEI0P83OzrZ4EhG04HugwyKRRwkEAti9e7e2QgcCAdx0000xn/3zn/90PGdlZaWpvkciEZxzzjl45JFHEk7A9Ze//AVbtmzB7t3/3955x9lR1W38Ods3vW96NqQQQk1BuiYgRRCRHkAEVKoUFaSrgK+iLwiChSpYgRcUBZVelh5IIAnpfZNN72WTbM15/zg7u3PnzsyduffOmTO7z/fzySe7t56dOeV3nvMrW1ImxFtuuQXr1q1rzZtgDxUQQri651knPc6KHkIInH322fj5z38e6iTL/rcccsghuOOOO/Doo49CCIHRo0fj97//PS655JKUkABr82mFTfzpT38CAAwYMACTJk1K83Syh9Rka8BZ99BZDtZ6zrov9nt63nnn4bzzzgv8HfacRNkumlZ7/LD66ebNm7F58+a06hxnn302zj777JQSv0DbiXW2IlFBQQHOPfdcT5HI3v8mTJiAG264AaeffnprCWLrebsAY/eEsTYQuVy7zp07ZywpbH3fli1bcO6556bd46KiIlxwwQWtvzvza+WS6Ni6d1732O5tt2XLFmzZsgWbN29Oe/2WLVvSYsftnkTZXsNNmzbh9ttvR0NDg6d77wUXXICamhps2bIF//u//5uS68kyLKyx0KlTp5T+tmvXrtBu6VESh0gEwHOtyUQ+No5upZSt8MDly5e3btKsx+3fa3m82MfAwQcfjH79+gFIrV5l/9/Nk+j8888P7PErhErmevTRR+Piiy/G+eefj8svvxx/+9vf8K9//Qu33347HnnkEdciCtb6Zo3jfv36teaKKykpSUlY6hZuZhntfuM2LM5kpUCwnAtJd7nPZUMZFbt27WoVGk0Qiaw+FrTEfRg2bdqEW265JeW7zjvvvDS75/zzz3d9/6pVq9C7d++UsCq7CHzmmWeiS5cuoatzFRSohPyPP/44DjrooFZhwHrO/ro77rgDv/3tb7HvvvvigQceSPFKHTNmDCorK1NEIiFEiidRLmO4oKAAvXv3xoUXXtiaA9Fi4MCBuPjii9GlSxfU1ta2rt89evRAU1NT2veefPLJKaHsQog0z8Zc8NufWM/Z7/+tt96aZgNbfOMb30gT4O1zepT27jHHHINvfOMbOO200/DGG2/g29/+NkaPHg2grdqqnRNPPDGt4I5buJlX2LQXQgiUlpa2rgfWfG21xXqN3Z5wHnw3Nze3ppRwszuc4qZu7CKRXzvsicQbGhpQVlaWku7grbfewubNm0N9d3Nzc6unlZUqwbpuS5YsSQmFa8+YtTqSFPzKXD711FMAVJK8hx56CEcddVTGz2toaEipTvXMM89k1S6/6k5WpZ4f/vCH+PGPf4ybbroJS5cuxdixY9NcAi1D2z6gLXLJo3PWWWdh/Pjx6NevX4qAYMXA33vvvfj+97+Pww47DI888gg++eQTlJaWorGxEaWlpa1CWkVFBX7961/jsMMOcy3RmusEat3DTLz//vsA0HqP3fJbHXTQQXjkkUdwxBFHtD5mD6/I12bCDaufevXXP/zhDwCU0eLMraPTSPcyUo4//nj88pe/xD333IMdO3agrKwMdXV1rQacrvb17NkTf/vb39IeLywsxF//+ldceeWV+O53v4tZs2a1PpdrOILfHBPmtT179kzJfdbU1JQSzpetEGh953777eebB8GrbT/5yU9QWlqK2bNnY+3atWmeRHfeeWfGZPg6KS4ubi2vrpNM/cCag6LC6/N79uyJsWPH4pNPPsE//vEP3Hjjja05+qy+X1JS0rpJBJSruDWH2zdh9px5dk+ixsZGfPe738WUKVNCtblPnz4YNGgQJkyYkDJux48fj/Hjx+Odd95xNfqtzYAlANgFrj59+uD3v/89PvvsMyxdutRVJMq1+p3btXZrp7Um29e4Aw88MOU1SReJsg2FjZIDDjgADz/8MID4N2l23AotOPtDPj7Tbhe9//77rXbPVVelF0Xu1asXOnXqhK1bt6KkpCQt3Oypp57Cp59+imHDhoVu289//nP07t0bEydOTAnNdNKpUyfPoiUnnngivvrVr+KNN97Azp07ASDlQLS+vj4tWX1YKisrcffdd3s+37lzZ7z22mutc/yll17qWq3umWeeSckLGVe/C2IX/+Uvf8HNN9/c2ka7MGSvuBsFP/nJT1J+P+6447Bw4UJ8+umnKCkpwdChQ1sPKSycHov2cZ2LfWS/R7169cJ+++2HcePG4a677sIDDzyA+++/Hz/84Q9bk9LbqyZav9urTVu89957AOIXqTPlvnrvvfcghMBpp52W0s6SkpIU0bBv376ehWK8sFfytjyJrBynw4cPx6OPPoqbb745lA2dRCgSJZyZM2dCCIFHHnkk42udIlFUxtERRxzROniPP/54PP744/j2t7+dJlTYT3ecMbvZxJFb9O/f3zde9Prrr09JPialxNSpU/HKK6+kLfZWO8rLy9MSqOlyxXQKgHaRwMLqB3bseVhMcKm3Fhzr/1w9ifJF3759ceONN6JTp0649tprUVFRgR07duTFkyifHHXUUZgxYwa6du2KXbt2ATBrE2GJwPfddx9uvvnm1t/zIQR++OGHWfXhAw44AH/5y19w44034vPPP0/zJLIS2JpCWVkZPvzww7ibkYY1B/Xs2RNbt25F586dW/tgPj/fjaqqKjz11FM44YQT0NTUhCuuuAI7duxonXt79OiBhoYG1NXVpSWptY8Nu0hkNyDPOeccTJkyJSVHRxBuueWWjH2yrKysteqe3V3e2tQ0NjamrSF9+vTBO++8g8GDB3uGm+VCkAMlwF0Acq49SReJTPQk6tq1Kw4++GAA8W/SnDz88MMp3iVutkg+sfdVr37buXNnPPTQQ7j66qvTElcDCJyqwIkVshw2V5CTr371q+jSpQumTZuGESNG4I9//GPrPT3rrLMit3+EECnX7sADD8RvfvObtNeVlpbi8MMPx9SpUyNtT7445ZRTMHLkSDQ3N+OnP/1pq71bV1eXs/AWlgsvvBArV64EoKoOO/tqY2MjpkyZgtra2tbDeXsBgmwPca21YPDgwbj//vtbKygKIXDOOedACIF33nkH3//+9/HAAw+4ehJZwqpdJDr66KNbXxe3J9EjjzyCyy+/PO25zp07t7bTfkgEpM7rjY2NWVUi2717d+veyR5u9vnnn6OgoAC//OUvQxdjSSIMN0s41mB3uppaXH311a0/7927t9WAtufkibJdQgjXUp0AcNppp6GioiLlZNdK3Gh/LKq2AW15KA444ABccsklKTHdgIrfvuuuu/Dee++1TkReJd114XU6Daj7bf2zi0QmYLVx1apVrTkw7En74ubggw/GU0891VpZwhKJTLl+gLqG9lLFBQUFrTmf4mbTpk3YtGkTLr/8cuzZs6dVJMrHaX0uIqcQAnfddRfOOuusVpHIBNHUC5PbZuWiciuXHRVCCFxwwQXo0qULzjnnHNx444244oorWquzzZs3r3UjWFxcnJLQ1H5q7+VJNHnyZIwdOzardvkxcuRIXHLJJTj66KNRUFCABx54AK+88gq6dOmSkkzfzTPImnOs0LN8ehJ5YbcVAPfNtfNvdr7G/hnOzzORXENTokZX9bWgODdrJrTt1ltvxeWXX44rr7yy1XMw7oMnOyeeeCIGDBiA/fbbD1/60pdSkgkfeuihGD9+vNb2FBUVpSXYBpTg+9FHH2ltSy4cc8wx+M53voPLL78cdXV1rfZufX196CqbuTJ58mS89NJL+OMf/4jDDz887fk77rgDDz/8cGt+WrsN0tzcjP333z9t7xEEKSX69OmD2267DYcffnhKyJr9/yuvvLL1u+zYRaI4wtwzUVZWhssuuwzXXnttyuNXX311ig2yZ8+etIIk9nQH2djwe/bsQWlpKUpLS1tFIvth0mWXXWbE/Bc15q6OJGfmzZuH/fbbr7V8N4CUEJC4N+c//vGPMX/+fHzwwQfYunUrunbt2to+3R4cXsnFKysrcf3112PJkiUYPHgw/vCHP7ROuHGr7G7YT4huvPFGAOaIRG+99RYuvfRS9O/fv7X/mWSkH3PMMQDUCcIZZ5yRUlbWJOxhm/nwLMgX9nbZ3ejjMNqclJeX47777sO8efMwbdq0WNuSZLp27Yr58+enhQ7r5OabbwagKpjde++96Ny5MxoaGvCnP/0JTz/9dErIRFFREUaOHIkZM2a09seysrKUU8aoNpSDBg3C//7v/2L37t3YuHEjhg0bhjfffBM/+MEPcNNNN+HSSy8F4F7KuKioCD169MA999yDhx9+WMvBhNO74Mwzz8z4njPPPDNl7bR/hpu3gmnsv//+aaEhJtG3b9/IQz2TjjUXPfjgg3jyySfRuXPn2G1bJ/369WvdbAZNjh8XkydPxttvv41jjz027qYExmljxHH//bwqrecuuOACzJw5MyWvY3NzMyZOnIhvfetbob/z0EMPxfTp0zOGU9rzHwHpnkTWz05y8XLKB5bX4gMPPIArrrgCY8eOxaRJk9LWFvuaaAleuYYfWp5EhYWFrTbFT3/609Bha0nHrJmU5BWrYs9zzz3XGn5lGcrZqqv55umnn0bnzp3x5JNP4pBDDml93LTToMbGRowaNQr77rtv7J5EQbGSX5pwnwGVUO+dd95BQUFBqwdZ1B5t2dCpUycMGzasVSQ644wzYm6RNwUFBaHDZHRhGSJxuH+7MWTIEIwfPz7nPBodnTFjxsTdBABqXbPuZdeuXTFx4kS8/PLLKX3t+9//Pl588UW8/vrruOeeewCo8DR7UvuoseYTQOWvuP3221FcXIwxY8ZgzJgxGDVqVNp7OnfujG7duqGsrAxPPvlkXsPNsqWiosL18bfffltzS/LHvffem3U4kg4skdMknnvuubib4EnXrl1RXl5unE0xZcoUXH755TjllFNwww03GHe4aOett97Cc889F6hUuCns3r3bqAIUXnTp0gUPPfQQJk2alCLOZCvE2NcWPwYOHIjf/OY3rUKQMx+SlydRWVkZ/vrXv2bVtnxgL1pk7We91htrXurfvz82btyYc7hZz549cd999+GQQw5B586d8eCDD6YcQHUUKBJ1AM466yysWrUKQFueGpMSNs6ZMwdnnXUWKioqUlwkTfEwAdQE9frrr6dUH4pbZc+EVb7UFJHIzqpVq1rjoE3ph3Zqa2tbRTYTNxFW8sTCwsLWWHiTsCd3NCnvR9++fTF06NC4m0HywFlnndX682uvveYaMnbEEUdg8ODB+PKXv4xJkyahd+/eKYUSTMrpZae0tBTLli1DUVERzj777NY8eHEeTKxevTqW7yVmYR93plFTU9Na8dBUTPRAd2LyPXbjRz/6kTE2RhDse4edO3e2hjNFRc+ePXH88cdj7969+M53vpPixWTl8XJWJQaUSH366adH2rZ8YfXZmpoaAMhZJFq1ahVOOOEEDBw4EBdeeCGuueaaxOfgywZzd7gkrxQWFmL9+vUp4WamTKqWSHDvvfe2em2Y5kkEpJ/iZjv56MK6fia20WpbfX29kRPvPffc01qW2kTuuOOO1p9NGydAavsAM3JXWJgkkJP8EPR+zp8/H127dk2Zc0zdsFl/k5XgGog2J1HQ9hBiKoWFhcbbZSathe0Fp71hOnbvoY0bN+acHD0I1tpx2223pewDred+/OMfR96GXFm/fr3r43ZR075uAtnv06zPuf766zv02meGSkC00K9fP/Tu3RuAmQkbrbYB5nkSWfTt27fVrbGxsdFIgcOJidfR4qabbsqqPG3URH2y05F466234m5CChdffHFKcmPScejbty9efPFFTJgwAaeffjr69OljdE4aQIn8r732GgCzcpARYiKm22UlJSUYMWJE3M1otyQhTM6eZuHuu+9uraQXJfa1Y//998eqVavQ0NBg5F7QC6+12hkCO2bMmNbww1xFYx0Cnskko2eQvGElMzb9NN1ZxtQUysrKcOSRRwJQJY1NPrGyMNlgsuehIu2TyZMnx92EFHQYZMRc9tlnn9bqYn//+9+NP9kvKChoHUOm58EjJG4aGhqMtnlOOOGErCpZkWAkIeG2PdxMVyJzy5OosrISL7/8MgoKCrBr1y7U1ta2Vr1uL8ybN6/1Z9M9C02HIlEHwzKITUwYbKegoMB4dbu4uBgNDQ1xNyMjnCAJIfnmsssui7sJWfH555+3njKaLhA5iTPcjJAk8K1vfSv2apqZSNq8Q/JLHNWl7Z5EVv/bvXs3tm3bhh49emhtS9TYx1eSPKVMJKcrJ4ToBeD/AFQCqAZwjpRyq+M1QwD8GUB/AHsBPCqlfCCX7yW5M3PmTKMXKlM9iewcf/zxiaiU9O1vfzvuJhBC2hmPPPJI3E3IiiSfmhYWFlIkIsSHBx98MO4mEOLLJZdc0ppnThfOA4bnnnsOt9xyC8455xycdtppWtuiEyGE0Xtd08lVyrwZwJtSylEA3mz53UkTgOullPsBOBzAd4UQ6WVIiFYOPvjguJvgSxI8iTp37pyI2PLKysq4m0AIISRHTK3GRgghJBh9+/bFwIEDtX6nM5/duHHj0NzcjD59+mDQoEFa20KSQ64i0WkA/tTy858AfN35AinlWinlZy0/7wQwHwB7JPElCZ5EhBBCiC4YbkYIISQszrWDRRBIEHIViSqklGsBJQYB8C0TIoSoBDAOwMc+r7lMCDFdCDF948aNOTaPJJUkeBIRQgghumDiakKIbmpqauJuAskRpyjUHg8cTj311Lib0O7IuAsXQrwBlU/IyW1hvkgI0QXAPwB8T0q5w+t1UspHATwKABMnTqRfdQeFnkSEEEJIG83NzVwXCSFaGTx4cNxNIDnSETyJXnzxxbib0O7IKBJJKb/s9ZwQYr0QYoCUcq0QYgCADR6vK4YSiP4mpXw+69aSDkNBQQGNYUIIIaSFxsZGlJeXR/4999xzT+TfQQghRA9unkTtTSRyg/vI3Mg13OxFABe1/HwRgBecLxAqrfgfAMyXUt6X4/eRDsLJJ5+M/fffP+5mEEIIIUZQWVmJGTNmRP49N9xwQ+TfQQghRA9OT6L2GG7mxpYtW+JuQqLJVST6BYDjhRCLARzf8juEEAOFEC+1vOYoABcCOFYIMbPl38k5fi9p53Tu3JkKMCGEENKCEAJdu3aNuxmEEEIShNOTqD2Gm7nB9TI3csoMLKXcDOA4l8fXADi55ef3AYhcvocQQgghhBBCCCHB6aieRCQ3cvUkIoQQQgghhBBCiGE4cxB1FE8ikhsUiQghhBBCCCGEkHZGUVERFi1a1Po7PYlIECgSEUIIIYQQQggh7QwhBPbZZ5/W3wsLCykSkYxQJCKEEEIIIYQQQto5zvAzQtygSEQIIYQQQgghhLRzmJOIBIEiESGEEEIIIYQQ0s5hTiISBIpEhBBCCCGEEEJIO6egoABSyribQQyHIhEhhBBCCCGEENLOEULE3QSSACgSEUIIIYQQQgghhBCKRIQQQgghhBBCCCGEIhEhhBBCCCGEEEIIAUUiQgghhBBCCCGkQ3DmmWfG3QRiOBSJCCGEEEIIIYSQDsDf//73uJtADIciESGEEEIIIYQQQgjJTSQSQvQSQrwuhFjc8n9Pn9cWCiFmCCH+k8t3EkIIIYQQQgghhJD8k6sn0c0A3pRSjgLwZsvvXlwHYH6O30cIIYQQQgghhBBCIiBXkeg0AH9q+flPAL7u9iIhxGAApwB4PMfvI4QQQgghhBBCCCERkKtIVCGlXAsALf/383jdrwHcCGBvpg8UQlwmhJguhJi+cePGHJtHCCGEEEIIIYQQQoJQlOkFQog3APR3eeq2IF8ghPgqgA1Syk+FEJMyvV5K+SiARwFg4sSJMsh3EEIIIYQQQgghhJDcyCgSSSm/7PWcEGK9EGKAlHKtEGIAgA0uLzsKwNeEECcDKAPQTQjxVynlN7JuNSGEEEIIIYQQQgjJK7mGm70I4KKWny8C8ILzBVLKW6SUg6WUlQCmAHiLAhEhhBBCCCGEEEKIWQgps4/oEkL0BvAsgKEAVgI4W0q5RQgxEMDjUsqTHa+fBOAGKeVXA37+RgArsm6gOfQBsCnuRhCSADhWCAkGxwohweBYISQYHCuEBKM9jZVhUsq+zgdzEolIMIQQ06WUE+NuByGmw7FCSDA4VggJBscKIcHgWCEkGB1hrOQabkYIIYQQQgghhBBC2gEUiQghhBBCCCGEEEIIRSJNPBp3AwhJCBwrhASDY4WQYHCsEBIMjhVCgtHuxwpzEhFCCCGEEEIIIYQQehIRQgghhBBCCCGEEIpEhBBCCCGEEEIIIQQUiQghhBBCCCGEEEIIKBIRQgghhBBCCCGEEFAkIoQQQgghhBBCCCGgSEQIIYQQQgghhBBCQJGIEEIIIYQQQgghhIAiESGEEEIIIYQQQggBRSJCCCGEEEIIIYQQAopEhBBCCCGEEEIIIQQUiQghhBBCCCGEEEIIKBIRQgghhBBCCCGEEFAkIoQQQgghhBBCCCGgSEQIIYQQQgghhBBCQJGIEEIIIYQQQgghhIAiESGEEEIIIYQQQggBRSJCCCGEEEIIIYQQAopEhBBCCCGEEEIIIQQUiQghhBBCtCOEqBJCfCfudhBCCCGE2KFIRAghhBCjEEJUCyH2CCFqhRDrhRBPCiG6xN0uXQgh7hBCNAohdrb8WySE+K0QYkCIz6AIRQghhJDQUCQihBBCiImcKqXsAmA8gEMB3O58gRCiSHur9PF/UsquAHoBOB1AfwCfhhGKCCGEEELCQpGIEEIIIcYipVwN4GUABwCAEEIKIb4rhFgMYHHLY5cKIZYIIbYIIV4UQgy03i+E2F8I8XrLc+uFELe2PF4ghLhZCLFUCLFZCPGsEKJXy3NlQoi/tjy+TQgxTQhR0fLcxUKIZS0ePsuFEBfYvutbQoj5QoitQohXhRDDbM8dL4RYIITYLoT4LQAR8O9vlFLOBXAugI0Arm/5vJ5CiP8IITa2fN9/hBCDW577GYBjAPy2xRvrty2PPyCEqBFC7BBCfCqEOCarm0IIIYSQdgtFIkIIIYQYixBiCICTAcywPfx1AIcBGCuEOBbA3QDOATAAwAoAz7S8tyuANwC8AmAggJEA3mz5jGtbPudLLc9tBfC7lucuAtAdwBAAvQFcAWCPEKIzgAcBfKXFy+dIADNbvuvrAG4FcAaAvgDeA/B0y3N9APwDyhuqD4ClAI4Kcx2klM0AXoASfwBlwz0JYBiAoQD2APhty2tva/n+q6WUXaSUV7e8ZxqAQ6C8k54C8JwQoixMOwghhBDSvqFIRAghhBAT+ZcQYhuA9wG8A+DntufullJukVLuAXABgCeklJ9JKesB3ALgCCFEJYCvAlgnpfyVlLJOSrlTSvlxy2dcDuA2KeWqlvfdAeCslhC2RihxaKSUsllK+amUckfL+/YCOEAIUS6lXNvi5WN93t1SyvlSyqaW9h7S4k10MoB5Usq/SykbAfwawLosrskaKIEHUsrNUsp/SCl3Syl3AvgZlODliZTyry3va5JS/gpAKYB9s2gHIYQQQtopFIkIIYQQYiJfl1L2kFIOk1Je1SIIWdTYfh4I5T0EAJBS1gLYDGAQlCfQUo/PHwbgny3hZNsAzAfQDKACwF8AvArgGSHEGiHE/wohiqWUu6DCvq4AsFYI8V8hxBjb5z1g+7wtUCFlg1ra2NpmKaV0/A1BGdTyuRBCdBJCPCKEWCGE2AHgXQA9hBCFXm8WQlzfEg63vaWN3aE8mwghhBBCAFAkIoQQQkjykLaf10AJNACAlpCw3gBWQwkxIzw+owYqbKyH7V+ZlHJ1Sx6gO6WUY6FCyr4K4JsAIKV8VUp5PFRo2wIAj9k+73LH55VLKT8EsBZKsLLaKOy/B0EIUQDgVKgwMkDlJtoXwGFSym4Avmi91OUaoSX/0E1QYXk9pZQ9AGxHwNxIhBBCCOkYUCQihBBCSJJ5CsAlQohDhBClUGFeH0spqwH8B0B/IcT3hBClQoiuQojDWt73MICfWcmlhRB9hRCntfw8WQhxYItXzg6o8LNmIUSFEOJrLUJUPYBaKO8j6/NuEULs3/IZ3YUQZ7c8918A+wshzmgJZ7sWqlpZRoQQxUKI/aDyG/UHcF/LU12h8hBta0m4/RPHW9cD2Mf2e1cATVDJr4uEED8G0C1IGwghhBDScaBIRAghhJDEIqV8E8CPoBJDr4XyHJrS8txOAMdDeeCsg6qGNrnlrQ8AeBHAa0KInQCmQiXDBpQY83cogWg+VE6kv0LZTddDeS9tgcoBdFXLd/0TwC+hQtR2AJgD4Cstz20CcDaAX0CFwo0C8EGGP+1cIUQtgG0t7dwMYIKUck3L878GUA5gU0vbX3G8/wGoHEtbhRAPQoXPvQxgEVR4Xh2yC3kjhBBCSDtGqLB4QgghhBBCCCGEENKRoScRIYQQQgghhBBCCKFIRAghhBBCCCGEEEIoEhFCCCGEEEIIIYQQUCQihBBCCCGEEEIIIQCK4m6AH3369JGVlZVxNyNndu3ahc6dO8fdDEKMh2OFkGBwrBASDI4VQoLBsUJIMNrTWPn00083SSn7Oh83WiSqrKzE9OnT425GzlRVVWHSpElxN4MQ4+FYISQYHCuEBINjhZBgcKwQEoz2NFaEECvcHme4GSGEEEIIIYQQQgihSEQIIYQQQgghhBBCKBIRQgghhBBCCCGEEFAkIoQQQgghhBBCCCGgSEQIIYQQQgghhBBCQJGIEEIIIYQQQgghhIAiESGEEEIIIYQQQnyor4+7BUQXFIkIIYQQQgghhBDiyaBBcbeA6IIiESGEEEIIIYQQQjzZvBmQMu5WEB1QJCKEEEIIIYQQQognRUVAY2PcrSA6oEhECCGEEEIIIYQQT0pLmZeoo0CRiBBCCCGEEEIIIZ6UlQF1dXG3guiAIhEhhBBCCCGEEEI8oSdRx4EiESGEEEIIIYQQQjyhSNRxoEhECCGEEEIIIYQQTygSdRwoEhFCCCGEEEIIIcSTwkKguTnuVhAdUCQihBBCCCGEEEKIJxSJOg4UiQghhBBCCCGEEOIJRaKOA0UiQgghhBCSF1gemRBC2icUiToOFIkIIYQQQkhe6NMn7hYQQgiJAopEHQeKRIQQQgghJC/s2hV3CwghhEQBRaKOA0UiQgghxCD+/GdAyrhbQQghhBDSBkWijgNFog7IvffG3QJCCCFeXHcdsGVL3K0gJDwUNwkhpP1CkajjQJGoA3LbbUwsSQghplJezjmaJJO6OqC0NO5WZGbKFKC6Ou5WkI7KZZfF3QJCsoMiUcchLyKREOIkIcRCIcQSIcTNHq+ZJISYKYSYK4R4Jx/fS7KjSxegtjbuVhBCcqG2Fpg7N+5WkCgoLgYaG+NuRWb+8Q9g2rS4W0FMYs8eJXKazowZFGJJfDz2WNwtICQ7ioqApqa4W0F0kLNIJIQoBPA7AF8BMBbAeUKIsY7X9ADwewBfk1LuD+DsXL+XZE9xMQc4IUnn00+Bq66KuxUkCpIiEr3yitpsE2LR1KT6r+mUlCRjjJH2iRD0xiDJhJ5EHYd8eBJ9AcASKeUyKWUDgGcAnOZ4zfkAnpdSrgQAKeWGPHwvyZKiIhpHubJ3r/pH2i9SAitWxN0Kb5j7o/2SFCFfCPZDkkpzM1CQgEQGJSVAfX3crSAdldJS9j+STCgSdRyK8vAZgwDU2H5fBeAwx2tGAygWQlQB6ArgASnln90+TAhxGYDLAKCiogJVVVV5aGK81NbWGvV3NDcfhvffn4UBA8z0tb7//lE4/fTVqKzcHXdTPHn66SEoKdmLM89cHXdTfJFSbeSSgkljpalJ4KSTjsEbb7wbd1Nc+eyzHtixYxiqqmbF3RSSZ+rrJ+LDD+dj/XrvWuImjJWamn3Rvft2VFWti7UdxBw2bixBc/MEVFV9FHdTWnEbK/X14zB16lLU1u6Ip1GkQyPE0aiq+gidOpm12zZhXSFms3Xr/pg1az26d98Ud1NipSOMlXyIRG5bUOfZYhGACQCOA1AO4CMhxFQp5aK0N0r5KIBHAWDixIly0qRJeWhivFRVVcGkv6NzZ2DixMMxalTcLXHnppuA/fYbhMOcUqNB/OtfwLBhwKRJhl7EFsaOBebNi7sVwTFprOzcCZSVwZj2ONmzB6ioMLd9JHt69AAOOeRQTJjg/RoTxspjjwEHHzwAkyaNibUdxBxqasybN93GSp8+wAEHjIdBzSR5YvdulSvtS1+KuyXelJQARxxxDHr2jLslqZiwrhCzqagA9tuvb4efOzvCWMmHU/AqAENsvw8GsMblNa9IKXdJKTcBeBfAwXn4bpIFSQhlMD2EYfduoFOnuFuRmfnz425BcjE9Aavp7SPZk4Q5GlBhy0nIP+PGnj1xt6B9kqRws4aGuFtBomD+fOD734+7Ff4w+S9JKgw36zjkYymfBmCUEGK4EKIEwBQALzpe8wKAY4QQRUKITlDhaNy+xkRhodmLU3Gx+RNQXZ06LSXtF9PvcVISxJLwJCVvXFGR+XO1F717x92C9snevcrGMB3TRaLaWuCzz+JuRTIpLDQ/Z2SS507SsaFI1HHIWSSSUjYBuBrAq1DCz7NSyrlCiCuEEFe0vGY+gFcAfA7gEwCPSynn5PrdJDtMP8EoLjbbeAOSYYSQ3KirM9tTJymbMRKepFQ3M/3AwQ96EkXD3r3J8SQyOXHwxx8DP/hB3K1IJkKYb5+ZbocT4gVFoo5DPnISQUr5EoCXHI897Pj9HgD35OP7SG6YvgFJikjEBb59Y7onURLCOrZvB7p3j7sVycP0OdqCp+HESRLmJcD8jU5paTLmABNpbjb/AIU2JEkqps+dJH8kYCkn+cb0fBclJeYbR0naHJl+omYq9fWqL5pKEk7sTUvKmRSSJBKZvJYQ/STFw9F0b2BuxLInCX0wSTZkUli6NO4WdAw4N3UcDN9ikCgw3bA3PVcAkJxJ0mRD5IUXgA8+iLsV3ph+GpkEkcj0BPSmUlBg9gbWwvS1hOgnCfMSoNpo6toImL/+mEwSvNk4d+afkSPjbkH7R0qz9xUkvxg+jZIoMH1xSoJIZPo1tDC5na++CsycGXcrvDF9s8NNRPvFdC8HC4ZMECdJ2KAD5h/0mOwN89ZbZuf0MvnaWSRl7nz//bhbEIzmZpWLikRLc7Pao5k8d5L8kYClnOQb0yvnmN4+IBl5kwCzRSLTy2ebbmia3j6SPUnyJKKxSOwkZV4yXYg1WWy78kpgxYq4W+GNydfOwmTbzM4xx8TdgmCYXmjEjSTcfydNTSpfWhLafu21cbcg+Rg+jZIoMN04Mr19QLI2caZO5g0NZuf8Md3QTIKnE8kO00NhLEyeX0g8mD4vWZg+xkz2FDX9kMzka2dBgT2/mH7o6MaECcDGjXG3IhzNzUokSkLf/c1v4m5B8knAUk7yjekCh+nGG5AMIQsw2yvLdJHI9BNx00Us06vDmUxS5pekhEwQfZg+L1mYPsZMXn947XInCQJ7knIKJkWctrN1q9lhm24w3KxjkbAhRfKB6SKR6QYIkAwhCzC7kp0QZhshpm92TDeKmpuVIUzCY/ocbcHTcOIkCRt0wPw13OT1x2S7AjD72lkkQWBvaEiOd04SvMecmO6R54YVbmby3Enyh+HTKIkC0zcgphtvQDKELMDs0yrTN5imb3aSIBKZfP1MJglzIJCMjY4bJovTScf0ecnC9DXc5PnTZA9lwOxrZ2F64nQA2L0b6NQp7lYEIynzjp0kikT0JOpYJGxIkXxg+gbEdOMNUF4wprcRMF8kMrVtgPlGh+mGsOntM5kkzIGAGh9JFFz27k1eJZy9e5Nxra1xb3pbTbeDTJ4/TfckMn3tBpIhEjU1JccbOAneY05KSswWW92gSNSxSNiQIvnA9A2I6cYbkJwNhsknfqaLRKYbHaZ7Opm8yTEd0709k87evWr+SdI1vvNO4Ikn4m5FZvbuVSKC6dfWdDvI5PndZLsCSMbaY3r/A5JxHS2S1FaLkpLkeRI1Nal2m953SX4weAtEosL0DUgSFs+kYPK1NF0kMtlIB8w/LTW9fSaTBKE8yTQ3J0PIsLNnD7BpU9ytyExSBDjTx5jJhxRJ8CQyee0GzO9/QDKuo0US7Y0kikRWrknTPUVJfkjYkCL5wHSRKAmLZ1Iw+V6bns/EZCMdSEb7kmJgmobJ4m57IIku80nZBFkCnOnX1vRwH5PnzyR4Epk+VpIwxyfhOlqYPF68SGq4WRJCECli5YeEDH+ST0wWDoBkLJ5JweR7zcTVuWH6pjGJRpspmDxu2wNJCYmykxTjPCnX1nQ7w+T53XRPoiSsPUk4DE3CdbQw3V5zI4mJq5uaknGdpUxOWhCTMXQJIlFi+gYkCYtnUjD5Xich3MxUIx1g+9oznAOjJSneLnaSkkSW4Wb5weQNuumeREkQDEz3ZAOScR0tkuT1ZJHUcLMk9Ikk9gcT4SXsgJgsHADmn/AlCZPvtekikemLjOmLtentMxnOgdGSFG8XO42NyRCJLI8n06+t6WPM5PkzCZ5EJq/dgPn9D0jGdbRIkqBlkYQ+4CQpHq3MnZQfEjL8ST4xWTgAzD/hSwpSmn2vTReJTDc6TPfUMXmTYzomj9v2QBI9iZLiPm8JcKZfW9PtDJPnT3oS5Y7p/Q9IxnW0SJKgZZGEPuAkKeFmScw7aCIJG1IkH5i+AUmium4ipp+Wm75AJsHoMHnTmCQD0zRMn6OTjulzoxumi+oWSbm2BQVmnzKbfAhguo2WhLXb9GsIJOM6WpgsqnqRhJBDJ9Z1NnnuBJKzDplOQoY/ySemb865QcoPpp+WC2H2QkORIzeSZGCahulzdNIxfW50w/QQH4ukhJuZjsmbXtPnJ5OvnYXp1xBIxnW0SKK9lgSh0EmSws2StsabCE34DojpE5Pp4kFSSIKSbronDEWO7GFMePaYPkdbJPXeWgZkEq6xhekhPhZJWHeSgMkbdNPnpyQIBknwIknCdbRI4qFUEoRCJ1a4mcm2O8Bws3yRsCFF8gE9dToGPNHNjSQaHSbBzWL2cI6OlqTkzbFTXJwckaioKFnX1kRM3qCbPj8lYe02XWgDknEdLUweL14koQ84yUa8jsMDliJRfkjI8Cf5xPQFnuSHpJQiNpUkGB0me3KY7u57//1xt8CbpJwwmn6a6EUSPYmSIhIl6dqaPn+aukE33YZMwtqdhDk+CdfRwuTx4kUS+oCTbMLNhg3T/3dSJMoPCRtSJB+YvsCT/EBPjtxIotFhEqZvFn/wg7hb4E0STxiTRBLnxqSs20m8tiZicriZ6ZvbJKzdSZjjk3AdLZIkaFkkoQ84yaa6WW0tsGNHNO3xIonewiaSkOFP8klSjE2SGww3yw3TjQ7TS2Jzs5g9nKOjxXQvNy9MHu8WSfJgNfl6miwSmb65NfnaWZgutAHJuI4WSRK0LJLQB5xk0ye6dgV27oymPV7Qkyg/JGxIkVyRkhuQjgI36bnBxNW5QZEye5JoPCYJ073ckgzHfX4wef0x3YY0/YAHYOLqfJMkQcsiCX3ASdhwMymVSFRbG12b3KBIlB8MXYJIVCTplI/kBo313DD9ZMrkU3CAi3QumH5vk05SXdFNzqFjkdRraxomb3pNF4lMX7ulNN8bC2jrg0mZd0wdL16YPo7cCBtutmsX0L9/PJ5EPAjKHYOnURIFNOA6DvQkyo0kGh0mwf5HTIUGZHRw3OcH00Uik21Ik68dkBw7PCntBMwXBt1IqidRmLG1aRMwZAhQVxddm9xIaki5aSRsSJFcoXHccaAnUW4k0egwCfY/YipJ2vzYSYKHGcd9fjD5kMJ0LxiTrx2QHDs8Ke0E2qIkkuD1ZGH6OHIjbLjZ5s3AwIFAQ0N0bXJj7156sucDboE6GDzl6zgkdSNkCqYbmoDZBlGSDEzSsWDfjA7aGPnB5MIEpofJmH7AkxTbLEnzZBI9R0z3yHMjbLjZpk3xiERMd5Af8jKNCiFOEkIsFEIsEULc7PO6Q4UQzUKIs/LxvSQ8zEnUcUjSAm8iJicOTQJJNNpIxyApm7QkYtkYvLbtF9NFItMPeJKygU2S4Juktlp0lHCzAQOA+vro2uRGUsaY6eS8BRJCFAL4HYCvABgL4DwhxFiP1/0SwKu5fifJHrqCdxySuGiahOmnkabD/kdMhQJ6dCTp2prsiWly20z3gDB97U7K2pikg54ktdUiieFmTU3hws3oSZRs8jGNfgHAEinlMillA4BnAJzm8rprAPwDwIY8fCfJEnoS5QeTDTgL0wVB06+hdRppejtNxeTNIu9px4YGZHQkZQMMmBvOZTqmexIBZt/bpAgaSRrLJtsbXpgutroR1pNo2zagoiKenERJGGOmE0IP9GQQgBrb76sAHGZ/gRBiEIDTARwL4FC/DxNCXAbgMgCoqKhAVVVVHpoYL7W1tcb8Hdu3F2PZsn7YsaMYVVXVcTfHlerqSgAwtn2AaqMQZrdx5cpOWLOmH2bP3oXevTfG3Zw03K6hSWNl6dJKCCHx1lsrjHRdV9dPoqpqRdxNcWXWrD5Yv74HPvigBhUVmn2NM9DcDAjxJVRVvRN3U1wJMgeaMFaSMFe7MWtWd6xd2xvTp2/C7t074m5OIJJyrRctGowePRpQV7cHO3ZornvsgdtYMf16rlhRCcDM9q1cWQnAzLYB5t/bHTuKsHJlfzQ0FKCqamXczUnBPlZmzeqDTZt64913l6Jr16Z4G5aB2bP7YtOmXnjnnSXo1CkZysCqVcOxeXOzcX3Aj3nzBqBr182orh4YaHwtX16JGTPWYvbsXqiqWht9A1uYN68rNm4cgE8+WYOtW2sj+Q4TbLCoyYdI5KbXO89pfw3gJills8gg70spHwXwKABMnDhRTpo0KQ9NjJeqqiqY8nds2ACsXq3+nzSpMu7muGKNOVPbBySjjXPnAsuXA2PGAIZ0vxTcrqFJY6WqSp1EfPGLw1FcHHdr0qmqUqelkyYNj7sprmzaBOzYAXzhC4Mx3LAmNjSo0zBT+pqTIPOLCWMlCfOgG1KqNfDgg4fiqKPibk0w3n7bGu+VcTfFl+nTVcnjykrgsMMyvlwLbmPF9L5rcvtMbhtgfvs2bgSqq5WXxaRJ+8TdnBTsY2XTJqCmBjjyyAHo3TvedmVi3Tpg7VrV1h494m5NMN54AygtNa8P+DF/PnDMMWp/EWR8VVUBX/pSJTZuBCZN2jfy9lmUlKi2jhs3EBMnRvMdJthgUZMPkWgVgCG23wcDWON4zUQAz7QIRH0AnCyEaJJS/isP309CYHqsNskfSXIVNhEpk+FWbyomu3+Hjasn7QvOjdHBa0uIP0lJ+5CkkJ0kzjtJzEkUNtwMUIINcxIlk3yYydMAjBJCDAewGsAUAOfbXyClbD1HFkL8EcB/KBDFg+lVHyySkDPE9DaanpMIMP8ami4SmXz9TBaJrLFhYpnpvXtVm0y+t0knKTlB7JjWT71IwmaNY4vESTYb7TgweQ13ktQ5PWlzkWU7hYEiUXLJWSSSUjYJIa6GqlpWCOAJKeVcIcQVLc8/nOt3kPyRFE+iJBjEprcxCca6yQhhvkhkMib3P7sBYZpHkbWBaDI7BUSiMblvJp2kHE5wbm/fmLz5TsphbZLmySS1Nck0NSXDkyhJXnAmkxfzWEr5EoCXHI+5ikNSyovz8Z0kO5KyOJHcSYKxbrrQlsTqE6Zg8smeySKRNUdTJIoOk/tm0knCZm3vXopE7R2TbYukHNYmwYa0SFJbk0wYL7iGBrUWxGHP0JMoPyRgmiL5JCmLE8kdKum5k8SYcVMw2VXdZAOCc3T0UCSKDivfisnXlmOMxElSDmtNXiedcE7XQ5iDte3bgR494hFsk9R3TYbLZAcjKYsTyR2TN+lJgafN2WOyR4HJBkRS8lUkGZP7ZtKR0vwTfdpB7RuTQ82A5IiUSZonk9TWJBMm3GzbNsRWaY6iYX5IwDRF8onlZk3aP1w0c8d0kch0l3pTN4tNTar0rIkGBEWi6KGAHi2mz5u0g0icJEWkNHkNd2LywU97Iox9YheJdAu3XOPzA5fJDkZSTjBI7iRpgTcV0zc7JmOy0WZy25KygUgyFNCjxfR5k3ZQ+8bkwxMgOf0vSfNkktqadIKOrzg9ifbuNdfGSxIJmKbaP+vX68v8zg1Ix4GLZu6YvtkxGZP7n8kiUVI2EEmGrujRYnrCf9pB7R+Ty4snpf8laZ5MUls7ClZOojgI60m0ejVwxRXRtimJ0BQ1gIsvBqqq9HyX6RsQUxf1JEJPotwxfbNj8ngxuf+ZLhIlYQORZOiKHi2mJ/xnuFn7x+QDHtPtcIskzZMmH0p1VLZtA7p3Vz/r9u4La+N98IFy2CCpJGCaav8MGQIsXqznu0w/wZAyGYtnErCqzHDRzB7TNzsmY7KBSZGoY5PUudFkUdhOmA368uXAtddG2x4nSdmkk+wx+YDHdDvcIknCi8mHUm5Yc3lS5vRsMCFxddD+MHcusP/+0bYpiXCZjBkpgX79gI0b9Xyf6cZRkk74TJ/ck7TAm4rJp5GmY/U/Ew11k0WipGwgkozJ9789EGbe/PBDYN26aNvjxBpjpq/hJpKUa2byAY/pdrhFkoQXk+0NN6wDcdPzZ+VCbS3QuXM83x22P0hJu8uNBExT7ZsVK4Dhw/UtvKZvQJKyeCaBJC3wpkKRKHtM9iQyvbpZQYH5mzHT2+dHUgX0pGwowsybixcDo0dH2x4nSTqMMo2kXDuT127T7XCLJAkvJtsbbnSUvU5ca1bYg6COcC+ygZclZpYvB0aM0Pd9pk9MSVk8AfMN9qRuhEzCZEPTwtTNusn9z2RPEivcLAnzi8lriR9MchotYUJ94ljzLTvI9DFmIkmx0UwONzPdDrdIkvBi8pruRlLGUS7EaZsmqe+aTAKmqfbNihXAsGH6vs/0iSnJGw/TsDyJkrJomojpIpHJIRNW3hcT+5/JBmVSchKZvpb4YbKA2R4wOdQHSE7fNbFCV1IEDpP7YFL6X5I22kmb07nXiZYwNt6uXUCnTur19fXRty1JsIvGzNq1wIAB+r7P9IkpKQZIEkjaomkiJp9GAmaLWCYbmCaLRGE3EO++C9x5Z3Tt8cL0tcQPhuJGS9B5U8p4vHmS0ndNXH+SImKbvjYmof8lyYY0+VDKjaT0gVyIs9+EsT83bFC5gXv2BLZujb5tSaKdd1Hzqa8HysrUzzpOjEyfmJJywpIETN6kJwWTTyMBMzcRFiZXkDJZJAo7Ry9ZAixdGl17vDB9LfHD5PvfHgg6b27aBPTtq/KD1dVF3y6LpPRdE9efpNhopq+NSbiGSfNGN3G8eJGUPpAtO3cCXbq0/a7bIzJMPi1LJOrViyKRkwQskx2DTp2APXui/56wE1NTkxrsukjKCV8SSNIpkKmYfBoJmN8+U422piZzRYKwJ/Vr1gCDBkXXHi+SPFdzboyWoPNSTQ0wZIgyzrdsib5dFknZoIWZ37/7XVVyOmoosOVOUq4hYO5Bjxum20N2ktQHsmH6dODQQ+P7/jAHQfQk8qYdd9Fk0aOHmQv8668Dl14aXXuctPeJUycMqcgd042OJLTPVCHG5OpmYTawjY3KG1V3P0jKRtsNzo3REnTcr1ypRKJu3VS5ZF1kI3A+9lg0bfEjzPw+fTowd2607QGSMe6t8uKmju+w1/CJJ4D334+uPX6YfB2dmGpvuJGEcZQLy5alFmXSHVacTbhZ1656nSKSALfjhtCjhx4F05qYgrr+zZoFDB4cbZvstPeJUydWuI9piS+zJY6EcmEMpPfe02+ghGnfTTfpPyUx9TTX5HCjsHOgEEDv3sDmzdG1yY324Elk4v33IknzeNBxX1MDDB2qwhJM9lheuRL40Y+ia48XQed3KZU34Zo10bcpKQd5JgsGYa9hdTXw8suRNceXJIlEptobbiR5/QzCunVA//7xfX9YT6K+fZVIpPOwIgm04y6aLLp102MkhS39uns30LlztG2yk83E+e670bQlXzQ0AFdfrf97wxoi27YBCxdG1pycaG4Ghg/X/71hDKRvfQuYPz/a9jgJ2r7du9VJpO77a6qBGVYkevZZfRuOsONWSqB7d2D79uja5IbVzqDixfbtwNlnR9umoCQx3CxJ5dqDbtA3b1YCZ5cueo3zsGPs/feBY46Jrj1eBJ0/168HDjxQbXaiJgmJq4UwWzDI5iCgqCi69vgRRmy7915gxoxo2+OHycKgk6SIrdnS0KC8teMizBpfVweUl+tfh5JAO+6iyUKXm1s2i5NOwopEO3cCxx8fXXvywauvAitWqI26TsLe69deU94mJrJ8eTwLThijY+xYc0WY+fOBk08GVq2Kvk122otIdPfdKpxDB9lswuIQicLOL/Pnq3FsApYrelI2FEkj6Abdqm6m+wQ3bN9duBA44ACVy0wnQdef+fOViKXDmzApHhCmrj1AeIEgToE4zHWcPx+YOjXa9vhhsjDoJKlRE/ZDIZO9W7NZ4ykSpZOAqb5joKtzZqNe61xsw7Zv2jTgsMOia08+WLgQOOUU/Rv0sNdy8WJg9Ojo2pML8+crI123ARBmszN0qAqf0EnQsblpE7DvvvrDzUw92Qtb+e+ww9Rco4MwIlFtrVo74hKJwnilrl4NjBkD7NgRbbuCkERPorDEOe6CzktW39FtnO/dG37j3aeP3uTaQPD1Z/VqYNgwPf05CZ5EQLi1Z9w4veMlG4FAiHjmqzDCS0UFsHFjtO3xw2Rh0ElSxFYvwl5r3f03m5QCFInSSXAXTT719aoTA2Z6EjU0qPb166fHjRkIv3jOnKk2cA0NkTUpDev0Myg7dyoDTreBGfZaWi6XOgh7ArFgAXDUUfrzroQJmxg1Kp6cP0Hat3GjSiKoW0gw9WQvTHWz5mZg4EAV0qGDMON29WqViyROkSgoq1YBxx0HLFoUXZuCYuVrM7Fv5osDDwR27Yrnu8OKw7pzEmUjdPTpo8R2nQTdiK1ZAwwYEH17gPB2hZTx9MOga099vbIfdXoBZ3NYqyslhZOgfXDHDpVbNW5x2sRDKTeSGm5m7X2C2p4WJSV692lhDwIBVQBER5XxJJHALtp+2LpVldwD9Llbh5mYrHwBukWisHl0Ro7Ua7xlM7nHkVjWZJdmq/pIUGpr1X1ety66NrkR1NBctUpV6dFNGE+iYcP0n5KYerIXprrZhg3qhFSXQRdm3G7apBIuxpmTKOgJ4ZYtSrjQkVw3E1Z1s6BGblOTqiKXFOrqgE6d4hPkworDcXgStSeRaNcudQ11hH+EtSteeQX45jeja48XYQS2U04BZs+Ovk0WYfpfXZ3avMZVnjvodbS82eLE1EMpN5IabmaRFJEoSButvU+S8v7pgiJRjGzdCvTqpX7WdZIWRoTZtEmJGzoXp2wEmL599RpvYSvEAeo+m+5JFGbDlyvZCFj9++vz5rAIejJVU6OqAOpeZIIacNu2qVM+3ZgsEgX1JFq1Snnr6CKMl8OWLWpu6dxZ/2m9Nb+EMRYrKvSPYS/CeBL98pfAT38abXvyyaxZKlefblHDIuy4Nz1xNWC2SKSTsHbFihVtdq5Ogq7dW7YABx+sNx1AmP5nrd1xikRBruOmTWqMxEkYT6JHHwXmzIm2PX4kPdws07rvtIVLS/VXKG7v3sI6SHAXTT5btrR5EpWX63FzC7PAW55EOhensBOnEPqNt2wm99699YtEYQyRhgaluvftqyemPJtTlP79gbVro2mPF2E8iQYP1p/IL0yJ5DD5Y/KFqe7fYVyR169XfU/XtQsjEm3eHK9IVFAQ7vS2e3czchIB4fqmzhPQfLBqFTB+fLwiUZhxX1ys11Mrm/Wnd+94RCLT5s+wAtv69Uoc1k3QeWnLFqCyUu+8FGaO37pViUTdusUzdwa9jiaIRGHWovnzgf/+N9r2+JHUcDPLxg3rSRSHSBRk/nTmpzM5GXccJLCLth+sU2BA7wYkTLhZnz5KJNIlcGRjvOkSNizsYRZB6d5dnQjpJMy1tPqiLsEtmwWyVy9zEy9bYT+6CXvSrHsBDGO0XX898NZb0bbHIown0YYNKuRWSj3XL+y47d1bHTLorp5ojeEwG1nduWf8CBuakCSDft06YP/99Yc4WwS5tvX1qRUrdQrY2Rz09OjBnG5A+HxOe/eq+6w7XDPo2mi3w3URpv9t26ZscF15S52ECWmPWyQK2tbmZnVN48w/k9RwsyA5iez5di3iEImCCFnbt6d62TPkLJUEmT3tD3u4mS7CbkB69jQ33MzasMXhSVRYGC40Kw638TDX0tps6jKEs1kg4zhJC2qkNzUp11bdmBiOYCeMgFBaCrz/frTtsQgjEq1fr0SiTp30GJVhxu2OHWrzUFCgXwC0h5uFmQdNOamLq1qQDjZtUon0dXuvWgQZ99u3qzndQme/CDPG6urU3BSHt17YKnE6NjjZ5nMytehEHCJRNp5EcVVeCiMS9e4d7yY7SaFxSQ83Ky5Wdq8bO3akzu1AfJ5EmdYVK2LGwhT7xBQS3EWTjz3cTBdhY6F79lSLky7jKIwBYiVr7NZN7wmfdQ2DbI4aG+MRD4DwoYW9eiljRIfHk70fBp2Ui4q8F6WoCOvuL4TeRSabMqQ6CSog1NbqrYzS1BQ8cXV9vUocqkukDLOBCFtpMZ9YRm42Y8QEgrbDGs9JEpX27g1f2SWfBBn3O3YoD9s4CLM2Wod5uud2IPz8XlAQ/RqZlMIdYcLNdNvhYfqfCZ5EYdbJ0lIlrMZB0HtuHfzESVLDzSyKi73DsE0QiYLO1XGM/ySR4C6afLZv128khVmcamvV6ZlOl+cw6rp1AlRaqjdnhHUNgxhwTpVaJ9l4EumqkmRthINcQzfXVV2E7ftlZXoXQtPDzYIamGvXqhLOOsNug3oSWejKp5NNeW5Av/hiz0kU5jom7aTOWqfjqCBnkbRrFmRecm4kTA03iyMtgEXY9VHHgV6S8jkFWRsbG/XbF9kkro5LJAprA+k6aHQjqL1hVSyNk6SGm1mUlHiHkLqJRLqrmwWdq52ehKYcYpkCRaIYCVsGPB9kkxga0GekhhU24jDewpygW6dAQDybOFM9icJURtq6NR6l3xqfYTbAnTrpDUkIcv3i3GAGNTDjEInCelro8lhMivEYxqOyoSE+oTdXrL7ZvXt8+ZSS0icsgnhdOcPNdBLGzrCvPyaK7PaDKB1CQphrZ+Wd0u1JlM3arZOwnmw9eqgD27jCzcJcxzhFoiR5EoXdi23fDpx2WnTtCYuf6OPlSRSXh5kfcaR9SRJ5kSiEECcJIRYKIZYIIW52ef4CIcTnLf8+FEIcnI/vTTpxbN5MNYHFEgAAZuRJREFUd3HMJmkrEE8+gyALkt1bLI6cIWEFN12nVWGuYVxGuhDhT9F0560Iclq6Z49KbBwHYT2JdIrRQT2JLOFKpydR0HEb56mX3aPSVKE3H1h9M67qQkBbn0iKR1GQfpmUcLM4ctZYBFl/4hCJgl47Kylst276Bdawa7fOuTTMHG95OsVRzlvK8NcxTo/LoN5jcVXcsxN2L/bGG2aFO2cSiZxze3m5uSKR3TZJyhqri5zlAiFEIYDfAfgKgLEAzhNCjHW8bDmAL0kpDwLwUwCP5vq9JDvCGEdxbECydQPXSZhwszhCCi3CLEK1tcpVvbxcT3LebDeYppdwN1Eksnuz6SaogblmDTBwYPTtsQgjEllGgy5PorA5idx+1oE93CzTPY5zo50rJohE9mIJ7QW302ZdZOuxrJsg87v9sExHcmOrLwaZbyz7R/e6KITZRR2S5BkY1gaKK8E2ELytcR7eWoTtAwsWAAcfbE6fDpuTSFfhj7AwJ5E/+fAp+QKAJVLKZVLKBgDPAEhxipNSfiiltOpjTQUwOA/fS7IgW08inWEgphtvYcLN7IuRbgM/TDijlQBX12m13ZMoiEhk8kmunU6d9JYiD2II20W2wkK9yb+DGm1W3gVdtMecRLqxxnB79yRatw7o319/gQQ7pnsAZ0Oc4WbZehLpXMOt9TuMAKtDjMkmn04coVJhxQ1Tq+vFTdicc3GKRGHsNSHiFS7Chps1NqqKbHGtQRbWOAkbblZertc2DkpTkxK8LML29/ZOPuouDQJQY/t9FYDDfF7/bQAvez0phLgMwGUAUFFRgaqqqjw0MV5qa2td/47q6kpUVVV7/h4FCxcOwkcfrUd19eCM32Vvz/Ll0bcNAGbP7o6GhgJUV3fP+H3Tpg3FsGGrsGjRXi3XzmL9+lIsWtQTdXWFePfd9ejWzXvX/fHHAyDlFmzaVK/tGlpY1yTItbG/Rse1XL++FIsX98Tu3UV455116NpVXUO3sfLBBxXYf/8d2LVrj9b7XF1dienTN2Dp0i7o23eD5+uam4GVK4ehqmoFFi/ugeXLJXbujH4lr66uRGFhLbZurcPmzd5W2ezZ3VFXV4Cqqq1Yt24wXnllLbp0iX4VrK6uxIcf1mDx4oGoqqrJ+Np33qnGqlVD8cYbNSgqitZiX7RoKAYM2Ih587qjqmpdxrZVVVVjx44iTJ9egcrK1ZG2be7cChQVbUd1dX/fvr5zZy2qq6u1jls7CxZ0xdatxdi6tQRdu25F//7eGds/+qg3evZsQFXVTu3tdCPM3Pj555X47LNqrFzZCUuXdkZ5+UY9jbSxe3chqqsHYPfuooztra8vwNq1g1FVtTKWax302s6cORSjR9egpESmvC8KnOvKrFm9sW5dPaqr+wS+/0Los4MAdT2KimqxdesebN7srfx8+GF/NDZuxdat9Zg/vyt27CgGsCWyds2a1R3NzQIrVvTIeC2mT++J0tJmlJfvwLx5eq9djx7bAAB7927zfa11T1euHIY331yJwsLo1SKT7XD7WFmxohIff7wG8+f3RlXVWs/3SNnWzpqacixc2BXdu3vbTFFQXV2JqVMzt9V6bVVVNdauHYhXXtmIXr08MjBHyOzZ3VBXVxhorwOoNg8YsAcvvbQdgwbFF7dlXbt583qgsFCivj7d1p0xYyj22WcVSkvbFLsNG0oxY0ZPDBzob2/lu52Z1hXn82vXDsGrr65Bp06ZbWSvvX17Ih8ikdvZiussK4SYDCUSHe31YVLKR9ESjjZx4kQ5adKkPDQxXqqqquD2d7z9NjBpUmXr7++8A3zxi5WRnjDMnAl88Yuj8Nlnqd/tRlVV22ucbY0Kq4Trzp2Zv+/tt4ETT9xHa/sAoLpanT7U1gJHHjkKffp4v3b6dOCkk5Sq/t57wFFHVaao1lFi3T/7ffTCfv2CvD5Xli9X13DnTuDII0e2usu7jZXPP1fXsHdvvfe5qgo44gh1vyZNckbQtrFlCzBnDjBp0nCUlSmvCR3TVlUVcNBBwJAhwPjx3q+rrVXx94ceCixaBIwfP1JLaFdVFfClL1Xi88+BSZNG+L7Wuq+zZwPjxu0TeUXA998HjjlmH+zeDUyaNMbzdc3NwLvvqrY1NQGzZgGTJo2KtG3LlgFHHgksXOjf119++V0ccECl1nFrp7xc9f0NG4DDDgOGD/d+7cqV6m8aOVLvGPYi7Nw4eXIlVq9WJ6dxmCTbtqn+sH175vauXg2sWAFMmrSP9j4BtN3fTN9dVQWccMI+Kb9H1VbnurJlCzBihLpWQeygyZPVa3SvPwcdBAwdCowb5/26adOAU05R3jp9+gDz50fbRy2v4x07Ml+LjRuB/fYDDjhA2bc6r9348cqW9LsWUrbd088+AyZOHK4lPcBnnyk7/NNPw9lmOvqffaxUVQFHH12JjRuBSZP29XzPjh3AjBmqbWvWKNvOz2aKgqBtBdqu4+rVwIEHjsaoaJd0VwoLVWL3XbuC3dOqKmDCBBX6PHFi5M3zbcekSZUoKlI5htzG19tvq7nd7nm5aZPKBeVnb0XRziDrkP35BQuAceNGYMCAIN/hvrdvT+RDjlgFYIjt98EA1jhfJIQ4CMDjAE6TUmqsc2Ame/aoctl2THMVtrvfmhhuZieOpINB3JmtXD+AnvK0SSFMTiLdoUh2grTP7u6vK9zMMtSDhutZoT66XcFNTXoZNNystlYlgwVU4lAdbshBw81qa4tjGxdAuLBbe8hokMpXJmJCTqIg2OejOCo85bIW6wr5CXM9nW3SGZYU5P7t2qXWHUCPDRnm2lmJqwEz8wnu2pVqn+laG7PNSRRHTrKwOeeSEm4GJGdOt+jZU62lJpCppL2zr+rKd5oruvOnmU4+RKJpAEYJIYYLIUoATAHwov0FQoihAJ4HcKGUclEevjPxuGXX79pVX9LBTDQ2qk2RbrJdPHUabvby7ZkWJHteoLgWTxOz9YfJSWTvE0Lo/XvCGki6FpgwSYOtErqA/twQYTepuow2KYOJPnEk1w0uEhWliUSmVnnctq0tN1vnzskwFp3EVYIaCF+y3ZqP4qgqlS1lZfqq34TNB2JRXq5O/3URdNNrbchMO2iM84DHZHEj2wqWcdhyYQ/K4pwnw9obXbvGKxKFnYN69lTX2gT8Ele7QZEomeQsEkkpmwBcDeBVAPMBPCulnCuEuEIIcUXLy34MoDeA3wshZgohpuf6vUln/XqVDNNOly56ypcGmZjsJ0CA3hM+0xP6hTlBty/wcU0+JlbEsTbCYZPElZbqNdKDGkhWeJSuexzGm80+lnV7s5nqSQQE63txiERBhXKnSJTpZC/fhPEGtP9NcZ4050KcJeiz9SSKcxOUCee17NxZX2JTa/4M69Wmu++GtTF0eLKGSaxfW6vuaxyETfptoifR3r3x229B1kn7dQy75ueTbDyJ4hLRs4ma0GkfZaKkRDkTuOHWZ02uNmiHIlEqedmOSylfklKOllKOkFL+rOWxh6WUD7f8/B0pZU8p5SEt/2KMqDQD0z2J4joBsk+cYQxynROQfYMe5jtNnXzq6pT4opOw3lgWJoocmzfrDzcLc/2am9u8AnWf8gXZhNnvr0737yDXLi5PoiCChFMk0j2/2L3ZklL9JqlkW/XT1DXHDZ1tDTN/2onDEzPM/Klj/bGuXRD7zAqLjoOwHjAmehLZw53jIqwNFCdBxktTU9seKEnhZlKqvhCnZ6h9zOs+lNIF7ZNUDPfZaL9YZXXt6PAkCuqp4xSJdE0I9tPpMCKRzlKWuRiYJhrsdkNJF2E8YeyYGC4Vx6YszPWLU2QLskGorW0TYnSelAW5dqaHm9nLyus2bsKEm9mhERYea80JIrpu2RJfDrIwOOeGTp30zU1hDnrs7dR1PcPknLOjw9vN7oVlMiaHmwUVCOyh4kA81zysN3VcWKkdwnhWJyXcrL5eHeTGPZ/bDxxLS8OHB5s2Z1jX1Y6p+7S4oEgUExs2AP36pT6mw5Mo6AmGUyTSnWslrJdOXAZmWIFD5+QT1FiMY4G3C20meyGEzfmjy9U62+sXZ74AL+ynkLo9iYKIRLpPci2RKJNBtXNn/J5EQcPN7MRt6IbBlHxuYQS5nTvbkvGabPC6hZvp9iTKZGc47SVdfTdMzj4nUffZJOSNBMwPNwuyYXba4UVF3iE+URFUbLMfWMSBJapmauv27W358eL0JAqbZ65nz3hD+YDUXLVuXk3HHmtOYu0g2Iu6WJi8ZsYBRaKYaGxEWil0Ha6E9kTKfriJRDoW0KAiUV1danU4nQPbnk8nbKiUiZujzZv1i0TZGsG6PWGC5lvRneQ9Wy8OXeFwYbAb6qblJNq5M76cRJmStNfWFqWUa44z3Ky9ehLt2dNWOSpOrDUnqCBnbUDjrKiZSRRwbpJ15iQKmldw2zakeevp8hTNxltZB9lWoNWNyeFmQHCRyN7/4li/g1zHxkYVbRA3YavllpXFl0w5jNjqJmbEQVNT277Vbb+6cyewKEGlqdyiKJJkn+ggAVN9x8GkzulMXK3TOApivDknTd0GZpBTSCe6N3FBXTudE6WO06ow19CZ/Ns0T6I4CLtptDDxlMTe/3QmJjc1cXXQObC5WaQcNMQlErVnTyJnuEeciauzEeRM9BwE3D0pdB/0BLmezrVRpydRkPm9vj59cx51SEeYxNVxYR2GZhore/aoqkuAmfOSc/6JY/0Osk6a4nEZ1pMozvCnMOFmcaSEcMPuSVRUlH6tBw0C1qzxfr8p/cTC7bqaaCPHCUUig4g7KZmdOMPNgpygOQe3ieFmzkXA1MnHzRDWVUY3kwHiTKptYnWZOBa+MNXh7IZQebmZnkS6PdmkDJ642h5uFrYaUjYE9SKIc5MNBB/DzvFh4mbMCxNybQDJEoWt++23AXPz0NO5hgc9pHCujTo9qoPM73GGipuK1f/ag4djXHa4naRUpQKCtdV5TeMSirIJNwPiFbbq61MjOD7+uC1XrZQqhUp1tRnet0FwC5M0cR6IE4pEBmHSqZ89rwFgXk6irVvTjTfTws127ECs4SBBcYab6ZgkgxrBbh5jplU3c6JDNMo2eXocnlGZrkdclVEyhXMB6RsiXXnjgggCceZ0AYL3QWeFniQZYaac4GY73k291m7VU3V6AwdNXB2nJ1EQAdatf+pKXJ0JexUpC51rY1hB1a+kd1zEbf8A5iUb9iNsYn8gXu/QpIWbOdN8nH02sHCh+rm2Fhg+HFi8OHXfYzLOfSSQLFFUBxSJYsDusmenqCh8ksKocJYu1W0cBTHe4orVzvYU0sR8MIAyOuzKv457HdTd37k4muhJFIcRFTwkyfz8Ec5xouN6Zvsd3bpFnzMpKaFFQcPN4tpoByHTBiGOvulGUoolANkl5AX0J642XSQKIgrGkU8wTGUu+7UrK9MTSpxtOgATcYY7m2pDmiIkBWmHKYJLEsPNnCLRwQcDy5apnzduBAYMUEWZTLi+QTDlupqM4duH9snSpcCIEXG3Ihy6w81M9yTKZnNkstGiWxAMetrnFAN1J2LNxvNGh8GUrTcboN+gy/R9piS9DEL37nqqoQiRXa6fuMLNwgi9cSYLDYtzDi8sVB4SusnWkyibMsU6MEEkCrr+xGFnZNs+QE9OoiCbW6eHqA4vTCBcUYe4xY1MIrWz0Iyp3uhJwunZGrfwH4Rt28zwznGKRIMGAatXq583bgT69gXWrQP694+nfWHxql4b97xgEhSJYmDRImD06LhbEQ5dJ2jZnk6bGG4WhwGXD3Rcy6Du9G7u1iZ5ErklYDXJpd6UU7P2gg5PIotsPIniCDcLO1ebNAdmakuc64ydoAcTTi9lIcy63hbOhLyAXi+JMAKnvZ26wnWDro9xVSYN4knkzJfUpYuenJv2cN0w1Wfjwq8NcYcUB0HK9HbqyN2XLc4oibgIE25mf22cfdYpEvXtqzyHgDaRaP365IhEXtW+TZgXTIEiUQwsXgyMGhV3K8Khu7pZEA8JuwKchHCzpKAr3CxoYk77NSwu1ps3IFM/tFfK0EnQTYTbiT3JHl2eRIC/IFBXBxQXp3bM8nK9Hjr2sLgw3oBJorZWbcws4gqVC+pJ5JZjwUQ2bUoXN3R62gZdw902cjo2EEHXR7d8blG3L+jm1ilg6fIkCipee6V90InpBwFBcHrmAMoeT4q3aFyECTezE6fA5RSJCgra5htLJCouBgYOdH9/kDyQxCwoEsVAXBvLXNB1ChTUeIvTDTfbcLOkoDtxtd99dnNd1blImujuDwT3ZkuiSGSyEWGKJ9HGjUDPnqlqqW7jMWjupKQIF17Yr6vpnkRJWXPWrlX5K5zo6sNBcxLFRdD5ffdu/ZWEsg030+lJFGRe2rwZ6NMn+vb4EVYkMjEnkducY1LeuUzEmbja9HyRTpwikR1LJPr889SiR3ZM6xde994ETzNTSFgXJfnCT9FtaEjPEaIrt0G2xpvOU/Qw4WbOE3STN8AWOhNXZ9r07N6depKvC8slOUg4ivNEnOFm7QfnvTTFk2j9eqBnz4a0x3XOL+1NuAhCXCJRLp5EJq45TU3qxNmJrrZmmwhcF2EqdDnXqKiFr6ChL27hZro9ifyuw6ZNalMbJ0lIRJ8JNxvINDHARMLkJLKPcd3e9Hb8RKJdu1T/9PPO695d3yFbJsKEeTp57738tsVkKBLFgAkqpd/iZCnCdnTlNsjWeLO7PUZNUAPOyxA2HV2eREFCVeIi6ALutQHWVYY4mxLJJHtM8STasAHo0SNdJNJJUOFi924l4rcH6EmUH+JI/m0n20TggF47KJv1MWpvk6AVaLdvT63M1bWrXk+iTGNl0yYzPImSLhK5hTya2E4v4tqPWXNQ2BCsTp3iu7ZeIpE1D2S6liaJRNmulXV1wEknKS/9jgBFIs1s2ZK6cMZFplAGtxMWnR4S2RhvcZxCmmhghmHPnvRJX0dy6KA5F9zQ2Q8z4bbQlJdH73WXS/J0k3C7l6YkvXRrm84T0kyeRL16pR8n6pxfghYZAMyb97LF9JxEpo93QJVB1x0i5SToGh5n5aNs18eoN+hh2qa7aioQfG3cuDF+kciv/zU1pdsgJSXK098kkhRu5lZopKAgvoqV2RyId+4cX8ihW3hrz57AYYcBc+dmfn+PHuaIRDU1wNCh7s/5eWvNnw9ceSXw0UfRtc0kKBJp5sMPgaOOirsV4T2JdGF6rgAguBGSBNwW+JKS6N1ZTb+G2eZdAPRVhwvizbZnj9leHCYnvdyzJ90g0rlpNN2TKBdvBxNDoIKQBE+iOMNLg9zX5cuB4cOjb4sfQUOS3DD9sCxqTyJ728KMe12eRGHCzeIWifyu4YYNQL9+etuTDUkSidyqAeoqyuMkaO4sIHXOidOTaOfOdHvtS19Sh6Lz5mV+f/fu5njg1NQAQ4a4P+fn8TRzJnDuuapKeUeAIpFmZs0CDj447lZk3oC4LU66w81M9dIJegKQhNNzt3hyHQQVOdzQcV2DehK55fzRkVwyl02ESbhtak0xMOPeRPiNjd27gbKy9BuvU3wJ2geTKgi5hcmZnpNo27b0ohg61yGvksJ2liwBRo50f05XW62cc352Rpzzai45k3R4EgXd3NrR6UkU5Nq5CQa6vVj9ruG6dfEmdw+KW6VCU9ZwJ27l2eOe0zPtderqVE5Yizg9idxEonHjgOnTgc8+y/x+k8LN/EQiv7QCy5YBEyYo27UjQJFIM3V1/if7paXKHTtqsvEk0p2Q12virK9PT6wN6A03y3ZzZNqGySs8IWpDJIjLulcuE139MIgnUXNzeqI+XZ5EuSReNaUfmpz0cv16oKIivu83XQDM1l0+KWzYkH7/4+qbQcd7UHE7KoJ4YC5dCowYoac9mfC7nnFWoQ2yPnrN4VGvP2GSatspK9NT/CSofeaWM1K3F6vfNVy7Nl3QMJHGxnR7PC7vnEy4relxikRB5nTnQWScnkRe60tpqXdCazsmiUQbNnhHzPTtq/bBbiSxKl0udKA/NX42bMj8Gl1GqJ/xEWfZ7CATp1f5XF3k4qoOmLNBB9zDpXQQxAj2OknTQZjKE05Mz+lUWmpOXgMv929TRKI43f1NF1/syef9vDG8xpFJ86Abpm0okuA5aM1LfvitObr7hN/19BKJdXlUZ5rfveYnnZ5EXm1zej8A8Xh6hx0ruteebOwf0+dNQI8NlA1uYzpu4T9IxUq7SBSnJ1Gufc8kkcjPNhk8GFi1Kv3x1auBgQOjbZdpUCTSyEMPAT/8of9rdMVtZ3KzjjNhY6aJc+1a94Gqq81BTnXdkg4CZm3QAe9wMx3VuTJtetati+8kLZcT+a5d9VSHy9abLc6TKCcm5zNw8yTRgXXPsvEi0DlvB5kHvbxSTZsH3XDbhOsIJXUjF89BnWJjEJGoqcm7n+oO9/Gzg9xCUwA9bQwyvy9d6h62p6O6WRABKy4vzFxC2XWvPX79b926eD1Zc8GUNdyJicJ/kjyJcqW83Ix8k5nwEomefRY48UT97YkTikSauO++YJXNTPAkivOkIoiXzpo17iKRSeFmXt5OppUGdYsn10EQQ85PJNJVYj4bdAi9QTaNfuEIcZ1EOfFK/G2CgRnXRsfaQHvNL5k8PXXNg0ES2K5eDQwalP64qZsIO24iYVwFFXLxXtW55mQSibZu9e+7usNU/K7n2rXu41+HUBhkfvcK29MVbpaNF5bpSb9N8iRqaEj3xgLMy0nkRnm5OTaGHbcQ0rjDzZLkSZRr3zOl72YKJe7ZU113O1KqQy+vfHrtFYpEmti2DXjggcyv80uYlU+8jKM9e9wXJl0EcRVes8b8cLOaGqVGOzFNJHKr4KSDIKeR1dXAsGHpj5eVRe+FkKsnkQ6RKNP188o3ZdJJlJcnkQntq6sLFmcfFV4bxIULgX33dX+PrrwfQDAjd/Vq93kwKSKRKdWFgnjYxpWjxk6mefPVV/1PYrt1A3bsyH+7vMhGhNHRd4PM7ytWuJdwjvp+25N+m+pJZHq4md1b1OTw0Ux4zTkFBeaGxTmFirjDzTJ5Em3bZo4nkan3NCzz5wNjxng/L0T637pkSep7TBG8ooYikWH07au8O6LGy/iYNw844AD39+g4RQ2ywLvlMQHMCjdbscJd4IhDJDJxYg9iBHt5TOjwNMklOV2XLtGLREFOS5cvByor0x83aYPuloTepPbFide9XbDAWyTS0fcsgsyDSfYkqq835yQ/SGiClyis81pn8sCcMwc46CDv53v1Uuu7LvzmT6/7r0skKiryXx/dEi8D6pBCh9CWKdwsrlDxJISbWXNINm3Uac9l+i636q4WSdlExx1uFtaTKK6Q53xhwn5kwQJgv/3Cvefjj4FDD42mPSZDkUgDDQ0FgU+k+/YNluA6V7wmpsWLgdGj3d+jYzINGqcb5wIUJNxs5Ur3U74kbI50YDfkTDztCxJutmePu6eJjpxEQTboixa5j2Vdec+yxfQxUlwcrSebZUR53dvqanfxD1Au1Lo8MYKEm3l545h+jwHvNSYOIzeXXH0mhZsVFPiv3QMGqDBjXfitP17t1OHpaOU0zMbTRFdy2GzGvQ7stoXXWN21y92DWqfIDmRXeMIk/IqLmCRm+RGX53LQBOvOw9K4RC0pzRB48sHSpe6H+F40NgLvv+/vfdReoUikgfXrSwN3SL/Se/nEawOybBkwfLj7e3QY9kFCGPyStupw3Q0SbrZ7t5rMncQxwZu02bEI4knk1W6dYqUfXkl5dbQviFDpFS6hO6QjLKYICF79r18/PUJ+UZHaLDqxvAzc0Fk9JIiR65XA35SQQj9MMoiDHJ545cHT7UnkNW8GKYjRv78ZIpEVUuWGTk8ir/vtNi9Y6AphysYLSwdBkqd7hcOZkrjab6zoPCDN9F1xVxq2yMXzO64ciEEqOQNqrNvX+9JSfSHlgDoMXbECeOklYOLE3D+vpERP+73W78bGYPa9tTeRErjwQuCyy5LjHZdPKBJpYOfO4sDJgfNR9WXHjsxGgtcCv2uXSjrnhg4PBHu8e1hDR1fm/FwqzZiUk8grFARwj8nNJ5lEIj8jyRRPorVr3V3qdcTjB3Gpb2xMD+UCzPEk2rjR/bTZlKSXXvcwHxvZO+9U4UFuWP2+pETdw6DtAtSJo26RKJvTcFOEwKQQxJPIK1efKZ5ENTXAkCH+76+oMEMk8prbAT2bSrsnkdvY+vRTYMKEaNuQCZ1V88KQJJHI6/56eaJb6BCwg3yHKSJRkHvu9ffEXbEyrKirW6j4z3+Ab3wDeOcd4NRTc/+8UaNUfp+4mD4dOOKIzK8bM0Z5D73+OnDGGcD48anP667EGRcUiTSwY0eRZ9xuvpESOOkkFT/ph9sCX1/vHuNuoSupNpCdSKRrsg/ixWFCEtFMLFmiJmw3ysujVfszXUO/xJc6vBCCnDQsXw7ss0+07fAiqKuyG7o8iTIZmXPnAmPHpj9uwmmNVzgCoIzitWtz+/x33gGmTfN/jVtY24IF3p6egPIk2rYtt7YFJZOR6+VFBCRDJDKhH1rk4klkSuJqv4TrFroq99gTB7t55Sxe7L026vQk8uqDU6cCRx4ZbRsyYWqoVFCRyIQwWK+5c94897URUIcHURfuAIJ55/iJqTrnzyD2mlf+pLgqVgKZE8CbwIYNwB135K/0++jRKhVC1Hj1v3feAY4+OvP7zzkHuOce4De/Ab72tfTny8uB+vr2L6G0/7/QAHbuDCcS5TJh1dQAxx6rFhk/3BanmTP93Qn79dMTCgd4T5x+FYd0GcOZDPbGRu8Fy5Ty3oASidzCkYDojaVMnjB+eVdMSVztlRhaB9b181oI/TyxTPEk8jOE48ZvQ9u/f+4i0ahRKhzQj+LidE+i114DTjnF+z26w838xrCfiGq6SNTY6B3SFwdBTp3r6rzzrMSRuNopEi9cGCynQ768JP75T7W5ccOaG93GGADMnu2d2FTH9fQTWAHlhRjUOz0qshGJdGyIg4hEGza4H0KVlenxRrfwuh7z5nn3P12HPEGuY22tsifiJojnt9/BY5wHAqZXuNu0CZg0CTjuuPx8XmWlCl+LGrd1ZNs274I4ToQAHnsMeP559z1n585AXV2WJZATBEUiDezcWRxKJHImCAtjNC1ZAnzpS96bGL+kqJlcmHXlSwK8J04/91ZdSQczVWBbssQ7+bdJuThWrXIvTw3oE4m8DM3ly+PNjRXE6Kir8w7N1BVu5oVX6XHAnOoY69bFVyY5EwsWeG9oBwxQoT3ZUlur+vb69f6vcws389rcWOgONxPCewz7XUPTRaJVq7xDceMgiCeRCd6rfvPShg1Anz7Zf3bYv2Hq1MybL6+QTq8k4ICeNdwv75iF38ZWRziSl422Y4e3cNClS/RrT5Br5+UBo1ss8Jo7d+xQgr8bPXro8RYN4p3jh86cbkEErXXrvL2e4sw/F6cnUxBy7QdOdPVft7H8yivAlCnBP2PAAO/omm99C+je3WXxaGfkRSQSQpwkhFgohFgihLjZ5XkhhHiw5fnPhRDj3T6nvVJfX+CaxNiLYcNUTLLFAw8At96qFja/hIWAEijGjnU3fIC2geO2wK9c6V+2VFfCVsB74vQz3nv1Ui6lUZMpVGrOHGD//d3fq7t6hh9+3jJRe+tkEomWLfOuPmBKuFmcZGqfnydM1PmmgOCJJONKqp7p872SfgO5n/zNmgUcckjmNjjDzdauzXxNdZW/tvDLH+dVXQ8wy6PSjZUrveefOIz6bPNXAPElrraP7eZm1ZeDbMLdXrNypZrP3ngjWDuampQYnmm8uIV0Sun/PhM8iTLNHTrmeC/B0i/3lA77x37tvK5BEFFBB9nMJboOAoIclJmS3D/I/cyU5ykuTAw3W79e9ctLLlGeREnDq1/OnAkcfHB+vqO8PPtk6Uki5z9RCFEI4HcAvgJgLIDzhBDOIIKvABjV8u8yAA/l+r1JoqGhIFSlh3HjgBkzrPeqyW3UKOCEE4B//cv/vV7JK504J6bNm9Xi42fE6TTsvRbPzz8HDjzQ/T29enkng80nmU51/TboUef68cI5ae7d678w6fQkcrvPe/Z4e+l06xb9SUQQAylOMrUvSP6PKDHFCPci02a1sdE/P1su5WBnzFBzfCacoTCPPQbccIP/e3S6rtvzurjNJZs3e5+Gm+5iP2eOd7hHHOGamdYcv/6o03PQbdzX1AC33KLsl2xobASuvFLlknjrrWDvqalRG8IgQqzzQG3NGn8vMh2J9f28YYKsTTqEhGySLusQibyEShNxu4aZ+qyuvHOZ1vCaGnM8gYMc6tXUmOUdauG3FtbWuldJjpJHHlH2yYIFKu2DtRfNN1H2Ybf+0NSkCkOZPieYRj62QV8AsERKuUxK2QDgGQCnOV5zGoA/S8VUAD2EEAbkxNeDlCLUhumAA5SRKiXwl78A552nFN1Zs4CXX/aPmQ66uXUuTh9/DHzxi/7v0TG47OFwbhOnn8uoLpEo06luQ0N85V/dcLuWixb554OJWiSyTmvdNj1eVbksdGzSMhkdDQ3+IkLUYyWTAeeVmFMXzrKtTjZvVuM1qQwcmH1eokwhY9YcaA+FeeIJtenr1i2778wWP/HBzyu1rs5/DFufHReZvnv9eu/DFp15nywyrTnTp3ufkOr0fHKbN59/Xs3XkycH+4zy8jZP0b17gZtuAq6+Wnn2deqkDooysXQpMHKk9/PW/XcTiZ5/3t8W0uGl4+dJVFWVubLZwIEq5DhKvEQiS6BzQ4e3d6a1cePG3MIe84nbeJ4xw1ugBvR5EmWygd57z39M60xs7pcLzaKuztsuj1M4yFSMwCvsNSqef15dqzlzgIMOylyRMhsuvFDljIsKt5yCy5Z5ezYTb/KRmnEQgBrb76sAHBbgNYMApJnZQojLoLyNUFFRgaqqqjw0MV4aGgaG/jumTh2NSy5pwLJlnXHXXXNhvX3ChK64887OOOmk9DqxDQ0FWLlyKKqqqlFdXYmqquq011iPz5/fC2vWNGLHDrXbfv75oTjrrFWoqvK3Jr0+N1+sWKE+f+7cbqitLUJR0RbX593YvbsQ06YNxD771Lg+ny+WLh2G995bgW3birFgQV9UVaUmKMl0jaK+hs7vWblyKN56qwbFxW2r5xtv9MOoUbWoqnI/El2ypDPWri1HcXE0vqZW2/bsKcCiRYNQVaXuWW1tLf7yl2lobu6EqirvBFhRX8PFi7tg/fpS9Oy52fW7Fi/ugubmMlRVuV+fFSuG4c03V0TmTTN3bgUKCrZj9eo61/ZVV1finXeqXd9rPR/l9duzpxArVgxEVVWN63fNnt0djY0FqKpy3zFE3T7r85cvT/+e5magpmYYqqq8sys2N3fDX/5ShMMO25LyvoICYOvWEvTq5V5+Ztu2YixePARVVcuwYcMQvPTSGnTqlGohWm1bv74Un3/eE1VV61BVVYlvfasa9mWktrbWdV1x+5uy5eWX+2Pz5hJ84xsr056z2rl3r5oT7ddr0aIuKCryHh/298eB9d2Z1kk3Vq3qi9df340RI/Qll5s/fxAGDNiA9etLsWFDKbp02Zzy/D/+MQjHHbcBVVXuceZ+62Y+WbKkM9asKUdV1abWazht2nB85zvL8e67wT6juLgHHn0UGDduGxYv7oK9e7uhvHwNqqpU6eKbbtoXkydvxBe+4H0i9J//DMQxx2zChg0VePnlNWhuTh0rVttWry7DnDndMWBAW4KwqVOH48ADl/uG1kfdd+fMqYAQ27FmTfr8/sQT6nr6mZQbNnTHSy8VYOPG/CsyVnvmzu2FlSsbsWtX6onNRx8Nw4gRK7B4cfp7V6zoipkzS1BXtzn9yTwxc2Zv9OzZgLq6na736bPPeqCgAKiq2ub6fh3zkvUds2f3RGnpXtTXt6k+TzxRiW9+cwWqqtzVjg0bSjFtWk/07p2+B8gH1rqyfXsRli6tQFXVatdr8sorlaioqPYcJxs2DMJ//rMe3btnyJGRBzZvLsHSpX1QVbXG8/6tXOl9X+NYi9r2Yn2wbdsebN6cvp7MmtUdTU0ira9G2d6Kiko8/vgavPDCQBQVSVx55QrfuSYbpATefrsSw4dX5/eDW9izpxArV6ban++/3xt9+9ajqip/p99eNli7QkqZ0z8AZwN43Pb7hQB+43jNfwEcbfv9TQATMn32hAkTZHvgoouWh37PunVSXnON+3PHHCPljBnpj7/2mpRvv61+vvNOKRsb01/zk5+o/19/Xcr33lM/NzZKed11wdr14x8He50fDz8s5RNPuD9ntW/6dClfeCH1ud27pfyf//H+3L1789O+TPzkJ+q7NmyQ8je/SX1u7lwpH33U//35bOOnn0q5fr3/99x9t7p2dn7yEymbmrw/d+lSKf/0p7w00RXrPu/ZI+XPf972+Ntvvy3/+EcpFy/2f3/U93naNClffNH7u+6/X8qNG73f/+CD/s/nyhNPSLl8ufrZupYWTU1S3n67//ujvn5bt0p5333qZ2f7pJTyd7+TsqbG+/1Rt89qk9v3fPqplM884//+HTuk/NnP2n6fMUPKL31JylGjpBwxQsqzzpKytjb9fddco+ZeKaX885+lXLjQu21r10r50EPqft52W/rr3rYmewf5vHY//rF3X7LfV+c9fuIJKZcsyfzZcWG1161v7t0r5Y9+5P3e11+X8t13o2iVN/ffr8bUzJlSPv98+vN+7ZVS37X+9FMp//Uv9bN1bTO1zcmuXWpsPf+8lPvuq/5uO+vWSXnzzVLW13t/xi23qPv4l79IuWhR+lix2rZihZSPP972+I4dUv7yl5nbGPX1/MMfpKyuVj/b++jevVLeemvm9y9bJuWTT0bRsrb2vPKKlB98kP683/1evtzb9ssX//qX6odSuo/ve+7xX5vzdW/r6jJ/x5tvSllVlfpcprV7+3Yp7703t7b5YY2VDRuk/O1v1WPO69jcLOWNN/p/ztNPSzl/fv7atWqVlCef7P5cTU2b3e12z9euTbfV7cSxFlnttPdXJ08/LeW8eemPR9le67NPPVXK556L7ntuvVXNZ1GwZYtaM6Vsu8533+1uk+WClw2WRABMly46TD7CzVYBsDukDQbgrP0S5DXERkUF8OCD7s+98grw73+7Vyf7whfa3u+m8NtDGerr1c/Tp+evvGEQVq9W1av8cHMDnz5dJXz1QqfLqFXVx+kq/H//B1x8sf978+mqfscd8Dyh9QoHaW5W7vx+Xi69eqmQoFxobMyc6NztGi5Y4F06Wxd2V2u3frV5s7/Lep8+uSf8W7TIOweZn0v9zJnA+JhLA/iFm0mp/jav6muAvmSObvf22WeB05wB0w66dlWhrVbo7zPPqH8PPaTyQd1+O3DYYem5S3r0AL78ZfXzgAH+IWtWUt2qKlWxMg4yJfH1orrauzqh6fhV0ATiCTezxpOJSU7t2HN5FRSo69SlS7jP6NRJhdzMmAHMn59erriiQvWt739fjTUnVp8VQoWmr/NxuHDaGXPmqHD/uPHKSRQ011yuFRh//nPgtdf8X+MWTlRf7100BcjPupiJTOFmW7boCTfbZx//awGk2z+ZEpYD+oqf+LXl3/8GvvIV//fnu9DN55975/O022tu9nWmys1FRZnvVVT45SRas0Z/uJllE51zDnDiidF9zyGHAJ99Fs1nNzW1rUNWf9i9W39+p/ZAPkSiaQBGCSGGCyFKAEwB8KLjNS8C+GZLlbPDAWyXUmaZ0YFYiShvuCE1b8yuXeo5QE0sfkZCaWlbVY+33gKOOSa69tqRUk1CmQQdN5Ho//6vbYNlAm65Hpqb/XPVAPkVsyorgRXeUTEA0jcWc+a0iYle5GMj9Kc/Ab/9bbi2SdmWoDVqpPROphrEWPOjd+/cRbYPPgD++lf35/yMomnTMt/fqPFLvLp8uYp190NnKXc7Vv8rK8v82vPPB669VpXa7t5dbUiPO069/+CDVT65Aw9sE+Od+X0GDAi2gf34Y+Doo4P/DT166Kny6IWUSjwzOfG7HzNn+vdPXYlj7VgikduGYs8evTnwtmwB/ud/3DdjdpGotFSJPH65gbw44wxl33itlZddpua4e+9Nz523ZIkq9AEEH2MWr70GHH54+PZmy5tvuj/utf68/DJw0kmZP7esrG3eyYb16zPnfnITiV5+Gfj6173fo6P4iV0kcvbRhgbvghgW+RBi9+5Vf+uSJe7PW/3a+V0LFmTOm6JrXvUr3jB3rjoE8SPfItG8ed4Crj0nkducMW2af1Wrnj3jWzP9csbt2KE3D2F9fVsuwW98Qx2GRcWJJ6pDteOPz79YZM9JpCOHXHsm5+lGStkE4GoArwKYD+BZKeVcIcQVQogrWl72EoBlAJYAeAzAVbl+b0fn7ruVMv63v6kB0NCQOhC8EhdaE2hJiXrPsmVqcnSe1nnRuXNu5cczJW21sCdtBdQJQkWFPmP4l7/09tCxcC7wbsnS3HAru5sN27apBJGZTpWcxty0acChh/q/Jx9C1ooVmT/HuUBu2lQaKFGeELknY50xQ40Rt8+xn0Q42bkz8+l4PkSilSvVfXIrae5nFK1enbmKRz6uH6A2VV7Xz0tkmzEjs6dTz57RJaG3z5NO42H58uAeMOPHq9OwW24Bvve99OfHjVNG0JAhqi8sXZrqIZfJk8iaA+vqMm9s7IwYob4rV+yHDm54GV52j1YT2bvXf16aOtV/A1RRoTbROvHzJJo+HZg4UV9bPvxQCbhuhr296EBJidrYZSMSnXde5s3RRRcBF1ygvPbsvP12W+Lp/v0ze+tZdkZzs/pZV0L9piZ16OUm5thFdmucffCBWlODFiTIZWPkVxzCXtXQOfd/8IG/baHD29vPk2j+fP+k0EB+DihWrQImTcrsMe+8hv/5D3DKKZk/P1+b3unTgVNPVX3RiZ9IFGRNyrdItH272te4iYx+97ypSf3zW8viFom8REnrUN3tPVEUI9ixw7siab7p1k2Nxz/8IbPXYljs9ntpqbJlMh3eE3fyoklLKV+SUo6WUo6QUv6s5bGHpZQPt/wspZTfbXn+QCnl9Hx8b0fnG99QA+yGG4AXXlCLkkUmTyJLJProI+Bb3wr+nSNHqtMOO1K6b2TdCLoJcwopb78NHHVU8Hbmys6dwH//6/8a5wL/zDOZw1QAZbjmY5OxYIGqUBa2zG91NTBsWO7f74fX4ubE+ZoPPugd6CQ3H1VS3nhDjaGNLvmx/cKlHnsMmDLF/7PzIRI1NyuBwe0k3Mso2rIl2Clo377uf3cYtmwBfvYzdzHVz5No9uzMhnqURptfKOHTTwNf+1rwz7rkEuDRR70N5uOPV1VgHnpIzSd2F/1Mf6M1B4bdWI0ercL57KxYEf56LlwIjBmjfg6zKfn3v4O5qedLqPTCSxzw65tSZhb7u3cPvt7lC0t0dduYT5+eWfTPZ6WhBQvU/Dd3bvpz9qqPpaVKJBoxIj/f68akSergqrq67TG7jZFJbLavjS+8kNk7wqKw0H1jHYZnnwWuucZdSHAT2Z9+Wq1XQSkqyu4wavdu/w21lxfMwoXKszmTp4vOyp/O75oxwz9lAZAf22LBAjXXL1vm/zrnNdy1S98mHVB29de+lr5eAP4iUZD1oHfv/IcWjhjhfk39RKI5c9SBjR89e+r3DrXwCzfzwoomyTe6K6h+8IE66M7F8cAN+xpeVgYsXhxNlbaOQEIdwonFJ58ow+bii1NFlEwqvpWTKGiMu8Uxx6hNj0Vzs1oMDztMlU7MhHWaXl7uP8k5hY1XXgmWlyNfGw8hMnstuRlJmQwQIPd8ARaLFgW7d/bQwkWL1Clh1IbaihXKYASCbzDXrwdWrOicMRQJyM9pfm2tCgdamV64yXejuHVrZpEtHyIRoMQct3HsZRQ99xxw+eWZP3fQoNz74OzZwKWXpovGQKrIZr//dXX+pWgt8pG7wmse8BMA6+qCn9QDylizQlvcEEKN0eZm5WHTv3/qc355ELLd2O+zT6ohvWGD8nS69NJw93zePCVC9+7tvtF2m0MWLlRzexA39UGD1Il7FEip5h+36+d3/+fONbdMrhDup85bt2b2fsnktRaG7dv95027J9GWLdHngfjBD4D77gP+/Gfg1ltTNzkFBf7rj2VnNDcDr74KnHxysO/s0yf3+X3ePODcc93DxZ19tL5erQVhPMYOOig1ZGzlShXelulwYOHCzCI+oNpnF8refRf46leDty8XamtVOLsbfiJwENEyH16sCxYoW9nLBrd7Y1njOax3UD68iXbuVGFYXkKlm0i0fLl/zjaLfAipFpZw6eUlaz/4cfL++6oqoh99+uR+aJYt2YQ3RikS6RQpLXr1yiyohsHed8vL1b6HIlF2UCRqB5xzjnLXs59mZ1KnLU+isIlJ7R4Izc3qdOvCC4GXXgJef12JVn7Mnasm+kybVLtItGuXEgWC5IjJ1+ayoEBdT7dEefbk35b4YuUbCSK+DByYH4M9qEeQPUn5yy+H8xzLFisEwksscTNwbrsNOP/8lYGuYb5CPoYOdd/seBlIq1b5n7JadOmSW+4FK8+Il9hr9VE7zc3KwA/SJzJ5GgZh9mzg2GPd22c/Cbffz08+Ue/JhNd9CYPXZsBLJNi2LToD6aqr3HOduCUhtY+NzZvDh7+UlLTNW9u3A/ffr8KT77pLjckHHghmlC5ZogSnoH2loQH48Y+B73wnWDv320+5m0fBunXq0MTN28UvFPKPf1ShTqbiXNedea68GDYsc+66oAiRHg5u4fQkyiUvTlB691YebzU1ai4K4s1rYSWs/fBD9b6geehyDaWxbAWv++L0hpk6NfNG18n48cpzBlDr1qWXAj/5icrn5LfBnDtXicNC+M8Tzj6wdGn0HsoWM2YAv/+9+3Ne43vnThVKlsm+yEeYVKbCFhb28XzHHf7Jle14CffV1WochBGQhg93F4ncDspqaoAnn8zsSe3H+++rpPOLFwd/jxUmOHiw+1rkdc/r6pRAkCn58+DB0R1YeOEXtmk979VXO3duXyLR5Zer1ClhWbjQvT84PYmqq1MP6EhwKBK1E8KGYpWWqgk0myR4e/eqRfDEE4EXXwTOPFMtNOefr5K1esVzNzWp7ysqUiKRW84kC7sA8/LLwRO3ZkpUGYSVK9Um1Wtz5FY17C9/8U6C7NZG5+fOm6eMxTCLuz2ZqfPExv45lrG+d6/a+PXtG+zz3TYgb74J3HhjZjf2mTOVoellgDgXv/p69dq+fYPtKry8EObNa6s45YeVl8RPJHLzhPntb4Grr878+X7J8oIs7h99pDYF/fq5n3C5uYI/80zwecArZ1kYVq9Wn+O2kXA7zZUyeBtz9bbbuVOJdG55NbxEoqefDu5JEJa+fZVQ5OTEE72TkwPB8oe5MWSIqor285+3baLHjlXjctOmzKG0S5YoIbuoKLhI9PHH6vQ8aOWgsWPVeI0Cy8tt6tT057zG9t69SgAOkrQ8CmbOVPfMD2cuiueeC1bMIV8ikT2xqRv2ealfv9znmKBcdZU6ZHj8cdWvgmIV0XjrrWDitcXQoakhbmFZsUJ9hpeHl7OPTp0KHHlkuO8YMkQd3G3eDDz8MPDEE2qD/qMf+Y//pUuVwJ5p3NtTAnzySZvnsA5mzvT22vbysn3hhWA2mtMTMxe8NvnOkL2mJjWu/ZJ+23GzW/73f4HvflfNBx98kPkzVq5U65KXF419LFvz5D33qH4f9ODCrXLtj3+s1olnngn2GYAKGdt/f+8QNq/QuGnTgq3pceSZ8wrbtNi2TXm1udGpU/5DtAC9OYnsdOqkxuxHH4V73513qoJGTpyeRBSJsociUQelpEQZcGFCKyxOPVWJNtdco+LqLaP6mGPUhHzHHe7vmzGjzV060ybV7kn0zjvBq695GV2ZKnXYsRJfhvG2WLgweJlqt3ww99+vTrDfeSfYZ1iGBeCe48jufmuFm82ZE05MHD481bW3pka5eDc1qXvvtaha4lJRkbdI5MQKbQnKPvukux1ffbXqf2PHZj4VsvJWeFUqcjtFk1L1y6AVH9xOhx58UPVlNw8HOx9/rEI4+/RxP9V0M4oWLFBVgYKQqTR0Jnbv9k9c6SbEVFcr1/Yg4SeZwkQy8fnnwOmnuxv7XiLR6tXh+mA+GD9eXRf7Bt6+sZg1K3M+BTcuvlhtBgcPVjnrLPr1U/Pzs8/63/8331TGPBA8NHHmTBU+E5RevVJPw7dtU3Po1Vfnfkr66acq14bbGmMXMO2iy+zZwcuf270z88WzzwJ//7t/v3duKD7/vC1Jsx9Dh+ZHJFqwwD8UqaGhTUSaMEGJlKYjpbqmYcTBgw5SYzNbLNHHy4vAKbLv2ZO5WIITIdQm6vjj1XphFTMYN04J4l7eMtZ3Dx4c/CDv/feVR3sQ8lFufONG9fe4fY6bSNTcrDagQTx1/HLphN3EZlrDrPv//PPhQvXcRKL169Uh1ty56r5nOiz7+9+VzeklZNltDOs1XbuqsM6g7LtvaoL7Z59VOfzOOEN5EgUVWpctUzafl13gZg9Jqf7GIOJqNnmB8oXXd69cqcagG24eyPlAd04iOzfdpITDoPdh2zZlP2Wy38vL1TzmJbgRfygStWNGj1ZhYHbsoVIrVgSLLXZy5JHqxNMtwetXvqI2oL/5Tfpz9uTaQcPNNmxQybKD5tAZPDh98fzvf9UC/MgjwT5j+XKVZySTt5NFpmo5TpyLwpNPqlPMd95RoRrTpmX+jLffVuW2AXdXWfskaW1o3nyz7T1BOPro1PxT770H3Hyzyv+w774qabEbK1a0VXGqrAxmCMyalbksuh1nvpYHHlDG7+LFyvPs2mv9DbS//U0Zz173zX4SYb3mX/8KV7XJuZFcvFgJbW+/rXJn+G2Ed+9WYkpxcbDKI9ZGJ2g/LCpKP71avBh46illsP773/6L9eeftwm+bt/p5v5dVRWu/7kR9LTv00+Bs85yz1/gJhL5JemMEiGU4HrOOe5G/aJF4SqbWZSWqvF6zTXpzxUWqgS4N96o+qIbq1a1uej37x9MJNq0KbgXkRvPPafmlgEDVDjDLbdk/1nW+HHDfv/t+dqeeipYeXEg8wY6G4qKlMeXX7i0fe347DM1HoKMea/QaT9efFFt/u1kEtLs46hPn/DeL1HQtSuwcqX/IAqbo6+sLP16Ll6sPJkOOSSzOLBokX/uK3s4cS4lnMeMAe69V1VrtRBCPXbccWo9srNhQ1v/ylRgwwo327FDrQdBvUvykRIAUEKJs/2Au0g0Zw4weXJ2xTQAdf2vuw648krlreM3H370Uds8mClHpiX6zp0bzrYYNix1bfvpT5VX6vDhah75n/9RtppfuODWrf7ztd0GklL1jbCHymefrWwJQNl4RUVt1Q4ffFAVfvAKG7TT0OAf9eC2fs+bp7yP4hI9guJVqezDD70T6eejAp8bcYWbAWrMTp4M/POfwV4/b573WmTvD2VlyrbKJmqGUCRq15x/vnLFs05r7YZGSYnavGcjEgHKPdNrwb3pJiXU2E+qGxrUAtGjh/rdr8Qq0CYCvP12ODfwIUNST0ylVJveadOUS3SQqjTWdQrqSfThh+75Rvywn4AtWaJOdIqL1cT385+rk5aPP/Z+/yeftHkFuYlEzhKQ9fXKMAsaagakVpLYsEGdyljVjn7wA6XMu7l6zpqlPEYAdeIRxC02TOlxC+tUqaZGGTznn6/+5jFj1PX77ne932s/WfU6mXIKCZ99przognLIIW2nzfPnA7/6lcrf1a2byg9z0UXu/XHPnnDGrJQqB1TQfAZuSKkqJc6YoU773npLnUp6YRf13K6fs4SzlGpjlE05bItVq1QfOe+8zKdo69ercL2gIpG9z+pm8GBl1P/3v+lC39Ch0XznSSep/DvXXJN+kACk5kMoLQ1+8p/NZnv3brVGff65Ohm87TYVdmElEw6LXbR365v2+28JuVKqvzPohmLIkPTDiLfeUqEe2Wzo9+xR18IrMauF3ZPo//7P22vXDedG5G9/8/dcrapK95xYtKgtUXvnzul51+yJq03hoouAZ54Z6nlf6uuzE4jt4s1f/6o8F2fOVN+XqYiHcwPuxP5YLh6VQrjbT/vsA/z618A//pH6+F//qsQQQNl4ft6GlifRhx8CF1wQvE39+uUW2tPYqOxDr7HiJhK9+mpwb3Q3rrlG2XhTpypvxxNO8M6Z9/DDbTl7MiU4tx92hZk7e/dWIvWGDcprdPny1FC6Qw9Vc9TLLwfzzAhiA9XUhLfRyspUX6+uVuuN1bcAtRc4/3z1dyxc6P0ZVi4pP9xEosceC+7dFide4WZr1nh7EvXoEU01th074hXVvvY1NYcGwQpBdMMZbhYkBQVxhyKRBoTIQxmCrL5XeSw8+aT6fe/etkm/uFgtctmKRJk44wzghz9URuaaNSpeOkziRWvBnD3beyLwe5+16N11lwqBqKhQC9T55/svmps2tbkleoUiOfn88/B5Q6ycK888k2rQlJQoMeboo1UImpdLe11dm3u8l0hkPy3fuTO88S6Euh4vvKCMpN/8JlWNv/NOlTD9V79KzVEU9p4B4ROoA8oIqqlRG+yrr071uDj/fBUW4ebCvWFDZrHMmbg6jJeOxaGHqlOyjRvVNTr33DZh5aCDVM6U4cPT790//6m8YMIwZ47aYIehqaltnLz3nupH99yj+uT99ythyyuZ4OrVbSIbkG5k2vuf5Q3lV1bcDedp/QMPqA3J5MnK+Jszx/vvssICM+Uksgy0l18OltslKr78ZTWWamv15cQpKFCi4M03KwN+6VIlWG/Zku6anWmjmu1GdsoUNa/ceqvKK2ONsW99S60ZmXL0uLF4cZuXhpeXm31urK9Xc3Gm5KZ2nDlpFi1SITxnnKHmv7D8859KuMuUD8XuSVRamjoGM1FWlirYz52r+pwXXbumi0B2D5chQ9rmrt271TxnT1xtCn37AkceucnVuxlQf0M2lW8sT5bGRnUI9d57Sli/7jr1u5uXixvOKmFA9NVHAeVJtG1bW/nz3bvVvG6tjUEq5DY0KIHiwAODf++YMe4VMbdvD+ZhtHCh+oyg5dClVEJNRUXwNlrvA9QGs39/dThRVqbWnmeeUQdlznu8Z4+ae6xrmKmqYFlZm0gdlmOOUQLgKacoO9dOQYGy2V55RdkdTq+Tjz9OvWduooMz3GzjxnCHjBbXXafaeMAB6d6dl16qhO5rrgF+9zv398+Ykdm2ceZP2rlTXftM4pKTfFSMszNuXOYDlmxC3aISieLyqLawCgZ9+KFak/2Kl9TUKJvVTWSzC5xxJCVvT1Akaufsu69KXvj226kDRwh1ShRVMq8jjlAnajfcoELQdu8O5xFkUVAQXjwYPlwt4L/6lTK+rBOWgw4Crr9eeeB4leb8y1/aToGCGGpSqlOxsG64p56qFr6nnkpf4AsLVfsffVRtXjPhVrLVGW42b57qC2H5/e+B229XJ/tuG5I//EEZiVddpQyR5ma1eIUJkQlaFc7J8ccrN+sDD0x3my4oUG36xjfUyZ/9NO/VV9vCHoE2d1Q7TlFj7tzg+Uos+vdXYpllyE2e3PacEKpffv652hzajc0FC9K/y894EUItgl6nTl4ceGDbqc3776sTSTsPPQS88UZ6FZLGRmXYWvfMrYKdPdystFQZmGHdmIcPb6t+tWePMowOOURV5/ne91SFFDcR69//bvMKyiQSWCETTU3hc37kEyHUpm32bHW9dFFcrIToRx5RwuRll6kEt7rChEaMUJvrSZPcc90MGRIuwSmgPLL8Ch24hZv5ufa7MWJE20b3F79Q3k833KA8Kn7yk8yJ/Z3Mn682FMOG+YfnWvlcNm0KX/XuhBOULWBRWKj6f9DNhjNfxeDBbfPWCy+o8WiiJxEAHH30Zixb1hb6Yp9PV6zIrirXoYeqkMhx49QcbwmrBQXqgOymm9o2f/ZNjHNtyRTWHqVgdN11aqO+eLHqxxde2PacV6izhSUSrVsXToAZNapNmLLYsUOF2t93X+b3v/uuWgf693cXYJwi0caN4ddGe86+//43PRTsgAOU3fa976UKr599lppQ20sksvpfly5qXGUTCvOVrygb9+yz3f++0lIlWt58s2rHpEltHlxvvZV6gOaWO9IpGGRj5wLKNvv2t9U/N4qLVfXN+fPVtWpsbBs3Xl7STlHF2daamvCJ1P3CIIMKvnZ271Y2y4cf+r/OTeSor/e3A6ISiUzg5pvV/ueEE5QN6sauXWpuEsI9dYn9+lVWZr4HxBuKRBqYPNmldIBG/vlPtdlzTqSNjdGeWn/5y2oD8OmnKoQqrEKdrap/1llqMVu6NL2i0OTJakE69FD3HA1btoQ7UbYIa8hVVipPCLdwLYtu3dTm+7PP1KJoXQ/nhttrI2wPN1u6NLvTUiHUqahfWejf/laJIbffrjZ0Trdut7j8fJzYDBumDFwvr5vCQiX4XXmlatPLL6vFZfbs1PxHbrkNnK7W770XvoIgoBa7//xHhSK4MWiQ+uyvf12FzO3enR4/bXlM+ZHNCdCpp6qxcMcd3olRf/AD5dVhP4WfMSN1E77vvunu4vZws5IS5aESNnTqjDOUCLR3rzLU7QmcTzxRJdCcOjU1LHPvXiX0+uU+copEYTf0UTFqlBIjdYpEgBqfH32k7usf/6g8tpwnt716+Zerz8VN/d//9i6pfNVV6v7efLPK9xKEzZvbNgj2CkwWbuFmc+Z4V0tyQwj191qn9L/+tRoH3bsrgWD8+DZBIsxnWp4FXlii1qeftuUEC8q4cWq8/OMfyutpwADgiiuUuOP0GLLaY19bFi9uCzcG2jyJpFTry6BBZnoSWXznO21Vvex/15Yt/vmBvDjkEHWIMm0acNppqc/17q08Tp5/Xol+I0e2rYFz5qQe2LhVnnNW3Ysqn0bPnkrsOPVUtekMMwbsc2cY+8dNfHrlFSW0rl2rcid6sXOnmvdHj/ZOYmwXiaRUYq693wbhlFOUJ+OXv6yEVbeiJGPHqryMU6a05e567rnUw1A3kci+NnbpoubVbMKKS0vVOpiJCRPU/Pz976v1vKFBrfedOrW9JpNIVFKiNuLZeBIB6nsztfHWW5WdNnCgOqy45RZVfGHVqlRBvHdv90NRq62FhWrMhbV399svvcDNnj3qMG3SpPA53ebOVbanM6+bE3uRHvt7/QoElJfnXtzBDR0ejJkoKFAHubNnt+XadPLxx22H/25hp3V1bQfVQmS3pyMKikQaGDo0gtEcAmuw7NqV6uERJEFyrlgl771wLvL2393KaAehe3e1wPz+9+7hdJMmqdPyM87InHw0k5iRy6Tap09mj5u77gLOPFNtCAYMUD//8Y+ZjQO7yFFaqtyyw56mWQQREr//fSW8PPRQusdYptxOdXXZb4y/8IXM3nBTpqiwlaeeUgu+M5Rm2LB0t1a7yFZWpgyoMKEdFoWFmU+pe/ZUuSD23Vd5FZ15ZurzmUqFZyu4de6swlvq69O92SwOPFCNlWnTlFjZ1KREL7tg5tY+pyfR0qXhDeHSUmXoffGLSiBwVnEaMEAJk48/3rbJnTtXbc78BAt720pKlMFpN5jjYsSIeEQiO0OHqnvlbMOVV/pXtcnWGwPIPId+4QvKYJ41S1VX9GPrVrWJsKioSA+ZcQs3y8ab8eyzVVjrXXelzg1HHqkEokceCZbcuqkpuAhgbcw//zxcon+grdrkPfeotfGSS9T1mTJFhTgDKh/ZH/7Q9h773FJTkzqGBw5UCZB/9rO2k9u4wxX8OOAANcacoTdTp2a/ieje3XsNP+mktmIPP/iBEuOPO06JdHYvDjeRyE6uCeEz8aUvqf704IPpz/mFweRLYF+0SKVEOPhgtda8+KLy+P7Vr9Jf++ab6sDCb6w6PbXCVk4FVD/v1095B/7ud95z8pgxynPw9ttVPzrooNT+MHhwekicXUgtLVXevGFFrLAUFSkh89vfVkKM8/q5iUTOg8aNG4NXds2GgQPVQcXcuWqcDh2q5m5nxdbhw929m622FhdnZ29MnpwuUP7pT2oef/VVJWKFYdYslccq0xix1iA7//2vfxEFE8ScKOneXf2Np56qCsY4+eSTthQfbiHa9nQcJDcoEnUQDj5YuW3aF7CwJ5H5ZtAgf+NozZrociaNG6dKPB9xhDrlW7AgNR+RhVsVEzv5jmF2Ul6uvDTuu0+dQF52mcoF5Mz5U1iYKsQ4RY5ly6K7lhaXXqpOTZyGxKGHplcssC9y69dHF/Zo0a+fMkBnzkw/1Ro2zN1AsgzNbt2CJTzPhf32U942N9yQngR97FhlOHmRS/nWX/xCeRP5GR2jRilh8vzz1aayqSn1ZM8t5ruhoc2wLilRRl02p6XXXae++5//dPd0qqhQXlqXXqp+/9e/Ur2IOnVKT5zu9HKaPTt6Iz0I3burjXjc1VjcwoVKStQGyCv8NZvE80E57zwVunz33cpt/N//9p53P/ss1eOsoiI9Sa5buFk2RveoUWrj5SaKDB+uvItuvz3z53z2Warnlt+aYiW6ra3Nrp9ceqla9957r80WOOGENiN72bJUjzF7KMTKlaljuKREja1169T1KyxU19KZNNgkJkxQXlh2otr4lpWpdfuPf1Rhz1/4gvKW2bQpNTfL0KEqtNxK8A+k9sfNm6Mv3+wVItipk3eRAGeF0TCMH6/64rHHqmvzzDNtnmv77KNCn91Cf6ZOzVygwZlLJ2y+MYtbblEb9UwHlRMnKgHwuefSQ7ZLStTabBeq7SGZlqe2rqIJxx6rBOE770x9vHt3tQ7axQrnQaM9xDwqunZVttott6iDiUcfTQ8ddhNznF5P2VRuLixUf58l6syYoT7H2iN07ZoarpuJmppg3kz2CpsWDQ3e1TmjJOr9TFiOOCLduwtQQr9lD9rtz7171aGfVQiC5A5Fog7C2LFqg5xNOeWoOPdcVYHAjn0RyjahZFAOP1xtbl54QRkqP/hBejUEt1Aa+0S6dWv45HhhKSlR3k99+igPouXL0xfra69VJ8SWR4V9I9S7t3J5jitXxLhxSgCxe+vYr+H69eGTSmZDcbHaWDlPBYcMcXe1tq5f9+7Ri0SAatvXvpb+eI8e6uTE60Sqe3f/3BH5oKBAeWPNmaNCR+24GY719W39rbRU3fts7/HIkf7z1sknKy+Bn/9c3Te7S7xbvLr93lo5ecKeNEdF1F4DuXDuuUr48DLawuaACEuXLuoeP/WU8sSoq1P//+hHbe76zz+fWkSgsjLdFd0ZbrZmTfj8PkEYOVJtcLyKD1hMnZqaAypTValcKChQ48WOvUrXnj2pmxMrXMZK/usUK5YsUQL3ddcpsWPlSrNPucePV6EKurydCgvVZqVnT9VXjz02Pc9GaanynHnsMSUkOUNpfv5zf6+CKJk0Sc37XpvHbO2fr39dHc78/veqwp49fP6665QH61FHqZw///mP2vzt2qX6pt3rrrzcO1TSwl7tMComTVKeT24egWedpYRu6xo2NKTaYi+8oFcQ8LKpv/1tlavIwi68uHm7xEXnzmpOv/vutsecXk+7d2cnVp97rvKwHDNGhdlfeGFb37nqKuXx7efVbSeod6oV8mxh93Tu6BQUqPFin3+c1e4KC9Uc8Oqrqv+eey49ifIJRaIOwtChSuwwSSTq3l2dRM2Z4+4JkU0y3rAUFiqvnJdfVm6tzu875BBlrGz0SCs1e7b+DaZbXHiPHmrjs//+qmKNfSPcpUv4eOp8c9tt3tUrNm7MLiFivhAiPXeJ3ejo0iVzyfWosUJC3Iz1q65SLu9R07+/9+nc3r2p3kR2T6JcjLagXHut6vPOanb77Zeas8jZtvJy5aUVlRdMWKSM3qsuWwoKVFipVTbb3hc/+yw1zCsqevdW88iXv6zmugsuUHPfN7+pEk8fdVSqx9n++6d74TlDIT/9NHxS+qCcfro6fKiuVmP4xRfTX7NpU+qcfuCB6ZX7oj7h7dw5NceFdRI7dKgyvM86S+Uxcm56ioqA735X3Re3AxXT6NFDeXWYtoE49VQlVjY0pKcBGDEiGhEzCIceqrxbx41rK3Jg74vLlinPn2y4/Xa1GfeySb/6VSVo/vSn6vDuV79KLTgBqPH+3nve31FeHr/tc8ghymvK8sJ0ikRuFVjj4PDDlSeuZYvbRaJMHvW6+cUvlHfyK6+o3+32bq9e6UJrUA46SAmyb76pPInstn1FhTqQuP9+JY77YR8jdhHeDacA94tfuOfA6qh85Ssq76l1T6dPT4+CWbNG2SBXXaXmqt27zdrrJhmKRB2Ebt2Ux4ZpA+eCC5QRYi2U9sl08uToT6ct+vZVp1tORoxQi9G3vqU2Ic5S6A89ZM6Efs89Sk3/6KPU7P5C+JdV1kG/fsobx4ovtl/DbEur5pOvfEXdY6v/2Y0Oy1COk69/XeULGTkyPXymuDj+cX3TTcDDD7cZO3ZPon790tucb7p2VUKZswrNhAnpnhz2HFg9eyoPiWxyn0XBW2+ZEfrmxUknqTlw+/bUMRy1N6WdXr2UWPXGG+rU8PrrVYjhPfeoPEF2rJAYew4LZ7jZ9OnRiUS9eqnN7VlnKWHrueeUKPTJJ94bBzdhK2pPiKFDU0XerVtV20ePVuFSv/yluk5+jB6dXrXKRDJVDoqDwkIVBvj66+rgyRSKipTw989/tuWtsrNsWbQC+wknqGpmF1ygxoQzFPvww5W940VBQeYS5Do4+WTlKbZ7t7nJ3YuLVb6iSy45FFOnpia37t7drGpaFRXK9n7nHfW7XdDq2dO7SlkQLrzQO//kyJEqpNAZrudk5co2j61MopVdJLIqx9or4XqRSXzKBhO9QL/4RSWc33ef6pP//ne6SPTXv6oQxYULlc338cdm5JlsD1Ak6kDs3BlvmWc3DjxQGSBucea/+50Z7R0wQC3wo0alnyCMGWPWqeSYMWoTZM/uD2SfVDaf3Hkn8MEH6Y937qwn3MyPww9Xp7k9erS5t1oL5sCBwRbtKBFCCWyPPaYWTNNix7t0USF7Y8ao8Ai7t87IkdlVhssXBx6YWj2rvr5tzPbsmf2pYxSYWD7cyemnp4YlxMXw4W3hHd/5jjIm3TZfI0eq+2+V17aLRJ06qY1ulPPPIYcogeU731GC1rHHqhxLAwaok3CnYNG7t3+4WRRj317OXgi1yerVS60bb7+tvEXsIUFu9O6tL7dKLuzaZeYGoqCg7TDFNIYPV9fMufmOWiQC1Pg4/XRVCdY5vouL1fWaOtX9vRdfrA4w4qZbN7Uu3n13ak4i05gyBTjppHWoqkr1xhg4MD23X9yUlirvxaefThWJJkxQonZUHHWUCg/2ys8HKEH1+OPVz/37+8/ndpHo3nvTC5d4kYvHlBthCijo5s9/VuvSlVeqv9trLRJCeRu+9RZD9vKFoV2CRIHTrd0UysvzP+Hlm/791QRVXR13SzIjRHolOxPo10/1v23bUjc6c+aY0dazz1bJrZ2JTU1i3DhzT+v/9jcVr19Xl+pJNHCgKiccFxdeqE6krYTWdk+iysp07xPiz9ixKtG/aUKlFxdfrPJ+LF+uDkrsAubQocEqkOWLQw5Rnm3z56vwnffeUy7yTrp0UXO4Wx6yKHJWDB6s3PX79FHC6dKlak0uLFThFUE2D0IoQcl0nBXwTMPUcXXkkarP2vtCQUG0Fa+CcN99qWGc9uvXt6855a/320+NEfvaaBpFRcB559Vg165Uj7tx49yrTMXNxRertcguEvXrlzm5ea5cfnlb8my39WPr1rYoCCuvmxdFRW0J4HfvVmtEEAYM8K8aHJZt26JPkJ8LP/2pure33eb/uoqK7BPqk3QoEnUgtm2LN/eLH2PHplZVMZHKSv9qbKYwerRKLmuC8OLk7LPVyY8dU04vCgqUkODm7WQKPXua5fbtpLy8rUKIKSEdQqhQwilT1Kbc7knUr58ZJ81JorxcuX0nicGDVSnyX/86Nall794q94ROLA/F/v1V+Xg3w3z8eNVXR49O9yyJ4rBn8GCVoHjkSNWu+fPb8uB873v5/a64qa2Np3JQUKIII8kHw4erQwD7tYsqwXoYCgqUQPDHP8bdkswMHqwOGk0MN7MjRGrC78LCzJ6EcWIXiXRQUKDSEJxyijqEso/XXbtSIyC8RCLnGN+wIVzRioED/cWnsGzdarZIBKjDxiAhcfkUzzo6hmzPiA4WLtSbOyIM++0XvGpAXORbuY+Kgw9WMbkmhcFZDB+ucl+Y6grao4fKt0Kyp6REbWxNOy29+GIV2mr3JCLZodsozweDBinx0i4SCWFGKK6T8eNVSNr//I/y8LGzfn3+k5uXlKiDhX33VSex8+aZv2HIlvvvj97TIBdMXYMGDVI2pH0DHLcXkcWddyrbbPFiM/OqWOy/vwqNMyGNgh/77muux7ITKeOpZnXuucB//6sS9999tzpgnDwZePLJ1NyIw4alV891IqXKJ3rCCcG/P5OHUli2bIkvQX6+MfkQIGlQJOpAmDwBWGXITd54FBSoydzEUz47w4YpF1wTPYkAdZJrinHphhBmG5omtw1QBuaMGeb1v+Litkp/JgqoScLU0OVMCJGM+19RoUp/H398eqWzdeuiqYD3P/+jRPyKCuVJZHJIVi4cfLDZAtiQIW35oUyiqEiJV6ZuwK69Fnj+ebPts/33V4m2TbZ/AHVou2BB3K0IRr9+ak6MyyP9zDPVWnj55eogSojUHJbFxSpE2InTjlu8OFzRCi+RqK4u+BjYs0dV3gPal0hE8ochNV1IR8cy3pMwSZm+Se/WTRmZphrC27aZ7bpcUpJaDto0CgtTS6aahlWdycRxMmCA2gBfeGHcLUk2Von0pNG9u9pQJKHthx6qjP3161M9L2tqosmzctFF6v/+/VVOIlPFgPbO4MGpleZMYuPGcCExOunSRa3bJq47Fj16qPFrukg0YoSaA5LAIYeo6lZxYgktuRKm73qFfZ99tvLk3rFDJdf2O1CwKg4/9pgKN9tnn9BNJu0cehIRY9i928yqI0lk2zZzQwu3bzcnmaQbJhvpgPIUM/Gk2WLkyPQqgKYwdqyqNGWal1PSuPpqVUUkaYwapQTMJIhEQNumwX4y/LWvqYTbUWGFO5m82W7P7Lsv8JOfxN0Kd+wJeU3FZE8iwPxDMkC1L+6KrkE55BCVUN1k+vZVOYfyjbOvv/46cPLJwEsvAQ89pPLw+Y0He/4kkwVgEh/0JCLGkITEafbS6Cbz1a+akxDayRNPmB2TP3QosHJl3K3wZp99gIcfjrsV3hQXA3fdFXcr3LES5CdhDJvM4YfH3YLsGDlSbSiSdBjR1JTa3oceivb7ODbipVcvtdEzkVdeMd9GM53//tfsQzILe8U4k+nSRYXJmsxXv6qKZ7z4ortdvnFjuFAzC7sAdOON6nOefFL9fvjhyo6dMUPluHNj1642j1GGmxE3DN1Gko6I6VVHABXK5aw2YyL//nfcLfCmVy/zkhrbMTUnhMWECco92GRuvz3uFrjTt69KHEo6Jvvso0TCpHgSAepUX3dFQ9PnFxIPvXpRRMyVQw/lNcw3phe9GT5cJbj+7W/bHrMLPFu2pCa7DsqAAcCsWcA//qGKMjgrUR57rAo/8/K02rVLeY42NKjf2S+JE3oSEWP42tfMj4k94QQ1sZL2y5Ah6tTHVDp1Ag44IO5WJJdRo+JuAYmLsjLzT52dfPOb+g8mvvMdvd9HSD4oL1dJ9UnHIgnixle+okLdd+5UOansbX766ez+huOOAw48ELjsMuBnP0sPY+zTRyUgv+464Pe/V1WPN2wATj1VPb9rl8o/tW5d9n8Xad9QJCLGcPnlcbcgMwcdFHcLSNSUlQG33RZ3KwghUZCUqj0WAwcmIzyFkLgZOlSF3BBiIhddBNxwQ3q6gGxFrn33VUVM/N5fXKzyWO7aBXzwgUpIvv/+6kB+1y4Vgv3qqzz8Ju5QJCKEEEJIhyAJp86EkPBMmaLCawgxkaFDgYoKlWeuKE+77yDr2T77AMuWKS+m7t2V91BTU5sn0V13KQGJECcUiQghhBBCCCGJpaDA3IIdhACqJP3KlUBpqb7vHDlSeRBJCfzwh+r/1auVSHTQQcDmzUDv3vraQ5IDp1NCCCGEEEIIISQiRo8GZs/WLxItWaJ+7tkTmDhRFUPYtUvl6HviCX1tIckiJ5FICNFLCPG6EGJxy/9pxTGFEEOEEG8LIeYLIeYKIa7L5TsJIYQQQgghhJCkMHo0MGeOXpGoa9fU4gfdu6vfd+1Sz1mJrAlxkqsn0c0A3pRSjgLwZsvvTpoAXC+l3A/A4QC+K4QYm+P3EkIIIYQQQgghxjN4sPLqKSnR+71Stv3crRuwfbtKeq1TrCLJI1eR6DQAf2r5+U8Avu58gZRyrZTys5afdwKYD2BQjt9LCCGEEEIIIYQYT0GBEmi6ddP7vYWFQHOz+rlbtzbPIhZyIH7kKhJVSCnXAkoMAtDP78VCiEoA4wB8nOP3EkIIIYQQQgghiWDbNpUbSCdjxgALFqif7SIRIX5krG4mhHgDQH+Xp24L80VCiC4A/gHge1JKz+4phLgMwGUAUFFRgaqqqjBfYyS1tbXt4u8gJGo4VggJBscKIcHgWCEkGBwr0bNq1QQsXrwIBQU7tX1nQ0M5gIGoqlqKPXsKMGPGIOzZU4iqqmptbWhvdISxIqQ9UDHsm4VYCGCSlHKtEGIAgCop5b4urysG8B8Ar0op7wv6+RMnTpTTp0/Pun2mUFVVhUmTJsXdDEKMh2OFkGBwrBASDI4VQoLBsRI9ixcDQ4fGlw9ISuDOO9v+J9nRnsaKEOJTKeVE5+O5hpu9COCilp8vAvCCyxcLAH8AMD+MQEQIIYQQQgghhLQHRo2KN2G0EKmJrAnxIleR6BcAjhdCLAZwfMvvEEIMFEK81PKaowBcCOBYIcTMln8n5/i9hBBCCCGEEEIIISSPZMxJ5IeUcjOA41weXwPg5Jaf3wfA/OmEEEIIIYQQQgghBpOrJxEhhBBCCCGEEEIMR9B1gwSAIhEhhBBCCCGEEEIIoUhECCGEEEIIIYQQQigSEUIIIYQQQggh7Z7GRqAop6zEpCNAkYgQQgghhBBCCGnnNDQAxcVxt4KYDkUiQgghhBBCCCGknTN8OFBYGHcriOnQ2YwQQgghhBBCCGnnXHll3C0gSYAiESGEEEIIIYQQ0s4RIu4WkCTAcDNCCCGEEEIIIYQQQpGIEEIIIYQQQgghhFAkIoQQQgghhBBCCCGgSEQIIYQQQgghhBBCQJGIEEIIIYQQQgghhIAiESGEEEIIIYQQQggBRSJCCCGEEEIIIYQQAkBIKeNugydCiI0AVsTdjjzQB8CmuBtBSALgWCEkGBwrhASDY4WQYHCsEBKM9jRWhkkp+zofNFokai8IIaZLKSfG3Q5CTIdjhZBgcKwQEgyOFUKCwbFCSDA6wlhhuBkhhBBCCCGEEEIIoUhECCGEEEIIIYQQQigS6eLRuBtASELgWCEkGBwrhASDY4WQYHCsEBKMdj9WmJOIEEIIIYQQQgghhNCTiBBCCCGEEEIIIYRQJCKEEEIIIYQQQgghoEgUOUKIk4QQC4UQS4QQN8fdHkJ0IoQYIoR4WwgxXwgxVwhxXcvjvYQQrwshFrf839P2nltaxstCIcSJtscnCCFmtzz3oBBCxPE3ERIlQohCIcQMIcR/Wn7nWCHEgRCihxDi70KIBS3ryxEcK4SkI4T4fov9NUcI8bQQooxjhRBACPGEEGKDEGKO7bG8jQ0hRKkQ4v9aHv9YCFGp9Q/MEYpEESKEKATwOwBfATAWwHlCiLHxtooQrTQBuF5KuR+AwwF8t2UM3AzgTSnlKABvtvyOluemANgfwEkAft8yjgDgIQCXARjV8u8knX8IIZq4DsB82+8cK4Sk8wCAV6SUYwAcDDVmOFYIsSGEGATgWgATpZQHACiEGgscK4QAf0R6P87n2Pg2gK1SypEA7gfwy8j+kgigSBQtXwCwREq5TErZAOAZAKfF3CZCtCGlXCul/Kzl551QhvwgqHHwp5aX/QnA11t+Pg3AM1LKeinlcgBLAHxBCDEAQDcp5UdSZdv/s+09hLQLhBCDAZwC4HHbwxwrhNgQQnQD8EUAfwAAKWWDlHIbOFYIcaMIQLkQoghAJwBrwLFCCKSU7wLY4ng4n2PD/ll/B3BckjzwKBJFyyAANbbfV7U8RkiHo8XNchyAjwFUSCnXAkpIAtCv5WVeY2ZQy8/OxwlpT/wawI0A9toe41ghJJV9AGwE8GRLaObjQojO4FghJAUp5WoA9wJYCWAtgO1SytfAsUKIF/kcG63vkVI2AdgOoHdkLc8zFImixU0tlNpbQUjMCCG6APgHgO9JKXf4vdTlMenzOCHtAiHEVwFskFJ+GvQtLo9xrJCOQBGA8QAeklKOA7ALLSEBHnCskA5JSz6V0wAMBzAQQGchxDf83uLyGMcKIdmNjUSPG4pE0bIKwBDb74Oh3DwJ6TAIIYqhBKK/SSmfb3l4fYuLJlr+39DyuNeYWdXys/NxQtoLRwH4mhCiGio0+VghxF/BsUKIk1UAVkkpP275/e9QohHHCiGpfBnAcinlRillI4DnARwJjhVCvMjn2Gh9T0u4Z3ekh7cZC0WiaJkGYJQQYrgQogQq4dWLMbeJEG20xN7+AcB8KeV9tqdeBHBRy88XAXjB9viUlooAw6ESwH3S4vK5UwhxeMtnftP2HkISj5TyFinlYCllJdRa8ZaU8hvgWCEkBSnlOgA1Qoh9Wx46DsA8cKwQ4mQlgMOFEJ1a+vhxULkhOVYIcSefY8P+WWdB2XWJ8SQqirsB7RkpZZMQ4moAr0JVFHhCSjk35mYRopOjAFwIYLYQYmbLY7cC+AWAZ4UQ34YyYs4GACnlXCHEs1AGfxOA70opm1vedyVUJYJyAC+3/COkvcOxQkg61wD4W8sB3DIAl0AdfHKsENKClPJjIcTfAXwG1fdnAHgUQBdwrJAOjhDiaQCTAPQRQqwC8BPk1+b6A4C/CCGWQHkQTdHwZ+UNkSBBixBCCCGEEEIIIYREBMPNCCGEEEIIIYQQQghFIkIIIYQQQgghhBBCkYgQQgghhBBCCCGEgCIRIYQQQgghhBBCCAFFIkIIIYQQQgghhBACikSEEEIIIYQQQgghBBSJCCGEEEIIIYQQQgiA/wfFCFEwPmDAhgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# I tried to save each data as a png file to visualize them and after that, I created a pdf of all (raw + processed) data together to visualize and check them\n",
    "\n",
    "# for i in range (train_df.shape[0]):\n",
    "plot_signal(train_df,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_signal(train_df,134)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fn6+zzz5bCxYs0JQpUzR9+nS1trYqKytL9fX1amxsjHQ5HT58uHJycrrd7bQr3X3fdGf66M8VMyN0ipK0wMjM3ivpZ5LSJf3GOfeDZLWlPz311FNav369xowZo7y8vMgHTFNTU8wH1Pbt21VaWqqGhgbV1NRo2bJlevTRR/W9731PH/jAB7R3715lZGSopqZGDQ0Nknx6vWbNGtXU1GjLli1qa2vTzJkzdcwxx2j69OkaNWqUhg8frry8POXn5ysrK0s5OTl9sgF35oUXXtD555+vysrKg07X2tqq/fv3a9++fSotLVVpaakyMvr/rbl//36dcMIJWrVqlSZMmNDldLW1tdq1a5fWrVunwsJCTZ06VSUlJcrJyTngNJCdcc5FPoTCXyzBYFCSHyAyEAhI8mcDSU9Pj1yil7t+/Xq9733v0w033BAZNyD6gy28zIyMDDU3N6uxsVEtLS0qLCxUXl5ev/yg27Vrl+6//3594Qtf6HKaYDCopqYmVVRUqKmpScOGDVNpaWnC3pPRXnzxRZ100kkJX09PPf7446qurtYll1yS7KYcknNOv/3tb/XJT34y2U2J2yWXXKLbb7/9oAF8MBhUY2OjGhoalJaWdsgfPOHPc8n/T4LB4AHbbnctX75cVVVVOu2003q8jP7yyCOP6IMf/GCymxG38A5NZmZmspsSt02bNmnp0qW68MILDzlt+PmZWVK+UzE4rF27Vl/4whf0zDPPqKWlRV/96ld177336rzzzlN+fn5kuhEjRiSxle2cc6qpqVFFRYXWrFmj/Px87dixQ8uXL1d1dbUmTZqkk046Sbm5uZGdeUmaNm2azjzzTB111FE6/PDDI1VS4e1o9+7d2rx5s4YNGxbZCd+zZ49yc3NVVlam8ePHKycnR4FAQLfeemuvn0NDQ4N++tOfqqqqSj//+c8j6wzvF1RVVWnFihXauHGjXnzxRb300ktqaGjQ4YcfrgsuuECzZs3S+vXrZWZqbW1VdXW1Nm3apJ07dyo3N1fV1dWqqKhQUVGRWlpaVFFRoZaWFrW2tmrOnDkaMWKEli9frrFjxyonJ0ebNm3S3r17Y9p54YUXqri4WAUFBQoGg8rKylIgEFBWVpZmzpypmpqaTsOz0aNHa+7cuSosLNS73vUuzZ49W+Xl5RozZozS09Mj35/h37DNzc2S/EHo/Px8tbW1adeuXaqoqJBzTm+//bYaGxs1ceJE3X333aqoqNCll16q0047TX/729+0bt06VVRUdPq/DgdcDzzwQK8CgsLCwkjY2JnZs2dr/fr1mj59uq666iplZ2crLS1No0aN0oQJE7R//35t3bpV1dXVB8xbWlqquro6SX6fKdr06dPV0NCgHTt2xN3WcHVQeFmPPPKI/vSnP8Wcfl6SsrKylJ+fr7KyMo0bN07z589Xdna2WlpatGLFCj311FNd7uNNnDhRW7ZsidxOT09XeXm55s+fryOOOCLymh9Kb8Yg6uqxg1UtRY9fFN43Q5ICIzNLl3S7pDMlbZP0HzN72Dm3Ohnt6U9//OMf9cADDxz0Q6UzaWlpqq+v1+GHH67bb79d27dv73LaoqIipaenq6GhQcuXL9cf//hHSf4DIpxKT58+XQUFBdq0aVMkRCoqKlJ2drYKCgqUm5urtLQ0NTU1KRgMqr6+XtnZ2ZozZ47MTMOHD498uYTT9dbWVm3dulXDhw/X/v379fjjj+uyyy7T73//e7322mtqa2vTlClT1NLSojfffFN1dXVas2aNNm3aFNP+nJwcTZ8+XTNnztSoUaM0bNiwSICTnp6upqYm1dbWRk7PGv4yycnJUUNDgwoLC9Xc3Cwzixxpede73qW33npLVVVVysjIiCTxW7du1f79++Wc0759+zRjxgwtXLhQp5xyiioqKpSWlqbDDz9cra2t2rBhgzZt2qTVq1ervr5ekpSZmRn5wM3Pz1dGRoYmTJigQCCgnJwczZkzJ/KDauXKldq3b5/q6urU3NystLQ0NTc3KxgMqqamJvKjJPx6jxkzRiNHjlQwGNS+fftUXFysQCCg3NxcrV69OvJF+MILL2j58uVat26dcnNzZWbav3+/jjvuODU2Nurll1+O/G9HjBih6dOnq6ysTKNGjdLIkSM1atQo5ebmqqWlRZWVlaqvr1dJSYmOOeYYFRQUKD8/X2lpacrKylJubq4aGhq0a9cupaena/To0WpsbJRzTnV1ddq3b1/kqMaXv/xlfeQjH9H27du1detWvfHGG5Gy7W3btmnnzp1avnz5AR/I8+fP18yZMzV69GhVV1fr+OOP1+mnn66cnBzl5+crOzs7EqxFz5uenq7m5ubIDmAwGIyEY+np6QoEAsrIyJBzTq+//rpOPvlkVVRUaPjw4QoEAmpsbFRaWpra2trU1tamNWvWRH6MBYNBFRQUaMKECZo2bVok8G1sbFR6eroyMzOVlpYWCQzz8vIi/7Ps7GxJ7WW1bW1tkRBC8iFDIBBQenq6WlpaVFNTo71792rRokW69NJLdfLJJ2vHjh3asWOHKisrI8+xoKBA6enpkR8pW7ZsUVlZWeRHVyAQUE1NTeS5ZWVlqaWlRc45NTc3KyMjQw0NDcrOzlZlZaWysrJUXFystLQ0tbS0SFLkb1FRUeQHW1pamlpbW5Wbm6thw4Zp0qRJuuaaa/Tvf/9bn/jEJ7Rv3z7V19fLOaf169dHXp+qqiqtXr1ab731lurr63XSSSdp6tSpGjFihEpKSlRTU6O6ujoFAgHt2rVLW7ZskXNOaWlpamhoiBz5LCkp0ejRoyX50zEHAgHt3r1bmZmZysnJiRxRrK2tVV5enjIyMiKfZ/n5+Zo5c6b++Mc/ateuXfrDH/6g+fPn69VXX42sf//+/aqoqND27du1du1a7dq1K/IcysvLddhhh2nWrFmqrq5WfX29duzYEdlG161bF3Nktba2NjKg69FHH60JEyYoLy9PgUBAw4YNi0ybkZGhwsJCZWVlKS8vTzk5OcrMzNTbb7+tL3zhC7r++ut10kknRQ4uhAOA8A++xsZG7dq1S/v27VMwGFRpaakmT56soqKiyBHP7gi/Vzsr8Q4HEMFgUK2trWpublZmZqaWLVum8847Ty0tLUpLS1MgEIisO3r9jY2NkQMEVVVVmj17dqSd3WmfdGC3g+iwLvpHYTikr6+vV1tbm2pqapSdna1zzz1Xr732mqqrq5WTkxM5ehsO+cLvrfBOUFVVlbKzszVixAgVFhYe0OboAwHhHZ7w0VZJkdfKzJSWlqbMzExlZWVFnkN0W8OvrXMu8v1aU1Oju+66S7/85S/129/+VhMmTNDq1avV2NioxsZGjRw5UqtXr9a2bdtUXV2tDRs2qKamRsFgUCeddJJGjRqlWbNmqbi4OLK8kSNHqq6uTocddpjOPvtsqmsR8dZbb+niiy/WG2+8obS0NN1888365Cc/GfmMTSV79+7V448/rhdffFF/+9vfYsKB7OzsyPfXhRdeqFtvvVUf//jH9Ytf/EILFy7U7NmzVVZWpqKioi6D1ezsbE2dOlVTp06Nqz1NTU2d3h/+vm9sbFRlZaVWrVqltWvXasOGDdq5c6dqamq0fft21dfXa9iwYSopKZHkfxetWrVK9fX1ke/laGPGjNFHPvIRZWRkaOvWrfr1r3+t6urqyO/T8GfLhAkTVFNTo+HDhysrK0tlZWWRz7LDDz9cWVlZmjBhgjIyMrR69Wqdfvrp2r17t7Zt26ajjz5as2bNUnZ2duQ3zpe+9CU98sgjqq6u1pFHHqmcnBytXLlSra2tysvL07BhwzRmzBhlZ2ersLBQu3bt0sqVKyMBVyAQ0F//+ldJ0qRJkyK/c1tbW7V27Vrl5OSoubm5W0HOKaecot/85je64YYb9NWvflVlZWWaMWOG3v/+92v06NEaM2aMxo8fr9mzZ2vUqFGR34n19fXavHmz3nnnHVVWVqqmpkZpaWnKy8tTdXW11q9fry1btig7O1tz586Vmam0tFRjx46V5H/jFBYWqqGhQWYW2acKv15z5szRtGnTdM0116i0tFTLly9XQ0ODsrKy1NDQoKOPPlrnnnuuxo4dq8LCQpWVlSkrK0tLlizR66+/rsrKSo0cOVKtra0aMWJE5Hddc3Ozpk6dqtzcXO3bt08FBQUqKCjQ+PHj1dbWpvr6es2ePTsSQjY0NKigoECZmZmqqqpSbW2tPvCBD+gDH/iALrjgAk2fPl0jRoxQfn6+zEy5ubmdHihzzmnDhg166623tG3btkjhQ3gfKxxwFRUVacOGDVq5cqU2b96shx56SLfccovGjRunU045JbKP2l/S0tIi3/MHQ4VRrGQdcjpO0nrn3AZJMrP7JZ0radAHRnfddZeuvfZaNTQ0RIKElpaWyA/W1tZWNTQ0qLi4WFlZWSooKFBhYaEkKS8vT7/73e9UU1MT2XkvLCxUW1ubioqKVFBQoLy8PBUUFER2XgOBgPbu3as33nhDtbW1Sk9P19q1a1VTU6Ompibt27dPO3bsUF1dnXbt2qWqqio1NDSoqakpEiJIirT1ueeei+xshr+AOwrvnL/88st6+OGHdeWVV2r06NGRnbq8vDxlZmYqPz9fY8aM0XHHHafx48crNzdXO3bs0KZNm7Rjxw499thjmjhxotauXRvZEQ9X34SF78/JyYmEOGEZGRkaOXKkcnJydN9998k5p2HDhkV+hLe1tSkjIyPyvzr++ON199136+yzz9ZvfvMbjR49WuPHj9fixYsjocOwYcN05plnatq0aTryyCNlZtqyZYtefPHFyGtXU1Oj1tZWzZ49W88++2ykiis7O1tFRUWRHdfwjnB6errGjRuncePGqb6+XgUFBZo2bVrk1LP19fVqampSVVVV5KjKscceq3/+85+RH/ezZs3SMccco/3792vOnDmqqqpSY2Ojhg0bpi9+8YsqLCyUc04vvviiVqxYoVdeeaXL9+iUKVO0ceNG5eTkdPmjJx6PPPKI7r777kjJcrSsrCyNGTNG5557rqZMmaLS0lJNmTJFS5Ys0dq1a7VkyRJVV1erurpad955Z+RHz5w5c1RZWalt27Z1uswZM2aorq5OmzdvjlRmZWZmqri4WI2NjZH3YV1dnc4880yVlZXp+OOP19tvv63JkyeroaFBq1at6vZzHTNmjCRFwoXwF01mZqZGjBgRCTrDO4vhL1JJkR8V0T/uJOnqq6/Wvffeq5tvvrnb7ekPmZmZmj59utasWSNJuvLKK5WXl3fQ90xmZqamTp2q9evXa9myZdq9e3enP367MmHCBG3dulWSIsFhenq60tLSIuXVXQm/H1paWjR16lT98pe/1Kc//ekuK+BKSko0Z84cvec971FZWZmmTp2ql19+WUuXLtU//vEPVVdXKyMjIxJKZ2dnq7S0VHl5eUpPT9eoUaNUWFgY+eG/YsUKvfTSS52+dw/mnnvu0bXXXqubb75ZjY2NkfEDws//YM950qRJKiws1IgRIzR//nytWLFCra2tkRAjvKxwgLF3714FAgG1tbVF/qfhUDZ8YCD8YzB8sCDaTTfdpPT0dE2ePFl1dXVqbGzUcccdp82bN2vkyJHavXv3AQcIJGnUqFEqKSnR2LFjNXXq1MiP3aamJi1fvlxmpsrKSqWlpWn37t3av3+/MjIyIj/QW1paVFtbq5kzZ6q5uVn19fWaO3euXnvtNWVnZ0dC4MrKypjvkPe85z26/vrrI91ISkpKIgcTjj76aL3++uuREvyO8vLydOyxxyo/P1/79+9XdXW1pk+frra2Nm3atEn19fWqqqqKfC/EIysrSyNGjIiEl50ZP3689u7dq2nTpqmmpiZy37Zt2yIHhcLfIVOnTo2E5E8++WSnyxs5cmSkauDOO+8cUFWC6Fvh30X33XeffvOb3+jFF1/UlClT9Nvf/lZXXXVVSoWJ+fn52rVrl0aMGKGzzz5b//znPyX5Ko/Zs2frIx/5SCSkLyoq0pgxY1RcXBw5oDp27FjdeeedCWtfbW2tnHN64IEH9Morr6i6ulrLli1TTU2NKisr1dLScsBv1qysLBUWFmry5MmRg3s///nPlZ+fryOOOEJnnXWWhg0bpuzsbJWUlOiwww6LhFilpaUxywrvsLe1tSk7O1tZWVkKBoPKzc2NfG92N6TvavpLLrmk25XQ4WC8tbVVu3fv1tq1a/X6669r69atamlpUW5urs4//3zt3bs3UgGUmZmpjIwMtbS0qKSkREVFRRo+fLgKCgo0fPhwTZw4UXl5ecrNzVVJSYl+/etf6wc/+IEmTpwY19AYubm5GjFihObNm9et59Jd3a0+mz9/foJacqDzzjsv7mnNTNOmTdO0adPinqehoSHyem/YsEGLFy/WH/7wB330ox+NTNPTkCbeMYzC+8ZdhWBhqfR5lwqSFRiNk7Q16vY2Scd3nMjMFklaJPnStsHAzDRz5swez3/qqad2a/qMjAyVlZWprKzskNOGfyyE0/2cnJxIF4vwBhY+ahzdl7u2tjZSYRHuwxouYzzhhBP0oQ99SJMnT45UAIQDGungG2R4hya8Q5SZman09PRIWW64X3G4beGjzeEj9uGd9nCoFO7iFX6u4aPk0UfA09LS9PTTT6uhoSFyZCf8ARK9nHj+l9HLP9Rz7Y7oL+49e/YoIyPjgB8LB9Pa2qqqqqpIRU74qEO4MiY/P18VFRXavXu3qqurVVtbq8rKykif7XA1QPQPD+dcpAQ53MVn2rRpKi8v1+mnn67p06drypQpysvLi1RSZGdnH/A/ie5eF34/vvrqq3rttdf0zjvvaPPmzcrPz9fRRx8dORoYHRpkZmaqtLRUOTk5amxs1J49e7R7925VVVVFjuJkZmbqoosu0te//nV99atf1bJly3T22WdH+nKfeeaZGjFihKZMmaIZM2Zo3LhxkaM4VVVVWrdunZqbm7Vjxw6lpaVpwoQJ2rZtm7Kzs5Wenq76+vpIX/n9+/dr9+7d2rp1q0aNGqX8/HyNHTtWo0aN0pgxYyLv3XC1ULjSJBAI6IorrtAvf/lLffazn9VRRx2liRMn6rDDDosMPNjY2Kjs7OxI5VVmZqb27dunl19+WStXrlRaWlqkYigrK0tjx46NVA+FK3TC5d3hoCfc376+vj4SktbW1qqwsFDFxcXav39/5H9dUlKiVatWadWqVbr11luVlZWlpqYmjRgxQsOGDVN6errKyso0e/Zs7d+/X2VlZRozZoxKS0sjlVwbN27Uli1bImMiRFeGjR07NtL+cPAXCAQi23RWVlbkR294WwuHBW1tbZEuv+HPjEAgoObmZtXV1amgoECTJk3S008/rSVLluiwww5Tfn6+cnNzI2FMuGIw2qJFiyT5Lp/hbSYrKyvyuXCoLqnhUCv8ubZ9+3aNGTNGe/fujVQ0hivhWlpatHfvXl166aW69NJLdfbZZ2vSpEmRrsrhbTIzM1PDhw/XrFmzNHHiRGVlZamiokLPPfecMjMztX//fr3wwgt68803lZWVpYyMjMh7rb6+PnKUsbW1VTNnzlReXp6cc5EjyatWrVJRUVFkDIe6ujrV1tZG3u+ZmZnKzs7Wt771LU2aNEnPPvusxo8fr+LiYr399tsqLCxUdna26urqNHnyZC1cuFCjR4/WxIkTVVtbqzVr1mjHjh1atWqVVqxYocWLF0fCvWAwqGHDhkVC93C32ilTpkSOsubn50e+DyoqKjRhwgQNGzZMO3fujAQ6TU1Ncs5pxIgRys3NjRwhnzt3rt797ndr5cqVyszM1KxZsyT5Lr9NTU0655xzNGHCBOXk5EQq1sxMb775ptasWRMZsyU3N1fz5s3T5s2bNXbsWI0bNy7S1SAnJ0ejRo1SW1ubsrKy1NraquHDh6ukpCRS0Sb5cC8cpg0bNkwtLS1qaWlRY2Nj5LuvuLhYl112mUpKSvSTn/xEEyZM0GGHHRbZFsKvSfh2tHCFVH19feRgUPg7oLm5WQ0NDfrHP/4R9/cIBpcXXnhBV1xxhcxMmzZtUllZmR577DG9733vS3bTOnXqqafqjDPOUGtrq4qKivTJT35SF198sebNmxf57ZZM73//+zVr1izl5ORo27Ztys/P1+jRozVlyhQdccQRys/P17vf/W4VFhaqvLxckydPjlQbdvYbs7sHssK/hTrTk+6pfb3zHP7ezs7O1sSJEzVx4kQtXLiwT9cxcuRIjRw5sk+Xid7Jy8vTlClTNGXKFEnS2LFj9dOf/jQmMDqUeN6L0dN0nD782yKe+akwamfJ+GeY2UWSznLOfTJ0+6OSjnPOXdPVPOXl5W7JkiX91UQAg1R04BYOIBI9vgenK0UyhSuFOu6IhN+XgUCgyx2Vnqyrp+/1cHfLcLe3cNe8jsvuagyC/t7OwuFtOCgc6Nv4t771Ld14443JbgaS4Prrr9d3vvOdSNX0YDlIm0zh/auWlpbIgQUAsb761a/KOadbbrlFkvTXv/5VF1100QEH4MLf78uXL9fs2bMPWM7s2bP11ltvSZJeeeUV/fd//7deffVVPfPMMzHFFjfffLM+//nPKy8v74BlrFixQqeeeqpuueUWvfzyyzr++OP1qU99qq+fckozs6XOuQMGl0rWOQe3SYoeVXi8pPhH6wKAHor+AgpXWvTnOoH+Fq4Wix5TKFwVFR4Pqa9OQdyb93q4sivcdSS8k9WxvV2tp7+3s+j/Hds4BppAIKCnn35aH/3oR3XTTTdF3sOERX0juoqGzwegcz/4wQ+Um5sbud2bLmnR8x6qS1pXywhjDKNYyeqS9h9JM8xsiqTtki6WdGmS2gIAADCk8eN48KupqdF9992nu+66S+Gq/eLiYj377LNJbhmAoSjcBT1e/dElLTwf34ntklJh5Jxrk/R5SU9IWiPpz8657o80CwAAAKBTgUBAy5Yt03ve8x4VFxfrs5/9rBobG/XDH/5Q77zzjqqqqnTaaaclu5kAhqjwOJR9sZxDCZ8l7VDLIDCKlawKIznnHpP0WLLWDwAAAK+kpERVVVXdOokCUlcgENCKFSt04YUXauPGjZo7d65uvPFGfeITn9C4ceOS3TwAkCSVlpaqsrKyXwYpP1RgFEZgFCtZYxgBAAAgRcybN09Lly5NdjPQS1VVVfr1r3+t7OxsHXPMMSotLdXzzz+vpUuX6pvf/CZhEYCUcsIJJ+ipp56S1LsxjA52O6w7YxihHYERAADAEHfMMcfo9ddfT3Yz0EP19fX60Y9+pGHDhunqq6/W+eefr2XLlmnp0qU65ZRT+mxgewDoS8cee6zuv//+uKbtjzGMwvNQYdQuaV3SAAAAkBoKCwtVW1t70GmCwSDBQwrauXOnLr/8cj377LO6/vrr9ZWvfEXFxcXJbhYAHJKZae7cuf2yLrqk9Qzf+gAAANDu3btVV1fX6WMvv/yyZs6cqbq6Oq1bt66fW4auvPnmmxo7dqxaW1tVU1Oj73znO4RFAAaUrKwsbdmyJRLSdNbF7GABTiK6pBEYtSMwAgAAgG644QbdfvvtkR/n4cv69ev17ne/W0VFRSoqKlJ5ebkkHTBdZ/cd7BLW8Xq883a1k9DddQ5EgUBA//jHP3TUUUfpxz/+sV544QUVFhYmu1kA0G0XXXSRzjvvvENOl+guaZwlrXN0SQMAAIDGjh2rmpoafepTn1IwGFR6erry8/O1ZcsW7du3TyUlJfrRj36k9PR0XXPNNcrOzlZbW5ucczIzmZlqamokHfiDOzMzU7m5uWptbY2ZT1Kkm1t9fb2k9sCnsLBQra2tCgaDkXmysrIibQv/8HfORbrL1dfXKxgMqqioKDJdQ0NDZN1paWlKT0+PzBf+29jYqGAwGGl3MBhUVlaWcnJyIm0OBALKyMhQIBCIPGfnnJqamtTa2qr09HQ55xQIBJSVlaXs7GwFg0G1tbUpPz9fwWBQra2tysho//ntnFNra6taW1sjt3NyctTU1KTs7GxlZmaqpaUl0o709HSZmRobG9XU1KTNmzdr4sS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DZOfk+C5p6L5kB0YAAADoA8758WMCAelnP2s/4nr66f7SlTFjfNUGgRHi9cILvoLte9/zt836p0ItN5edPgDtsrP9wZB4AiPC5p4x19l5MPtjxWYbJVVJcpJ+7Zy7o5NpFklaJEmjR4+ed//99/dvIxOgrq5OBQUFyW4GkPLYVoD4sK0MHc3NaVqypFQnnVR5wGN1dRn6wx8m6eSTK3Tkkd0bFXj58mIFAqZ586r7qKWpiW2lbzz66BgFAmk6++wd3RqAti/s35+pZ54ZpQsu2N6/Kx5i2FaQiu65Z7I+9rFNMfc98MA4LVy4W8XFbQdM/+ijZTruuH0aObJZS5eWKjMzqKOO6ttR8wfTtnLaaact7WyYoGRWGJ3knNthZqMkPWVmbznnXoieIBQi3SFJ5eXlbsGCBUloZt9avHixBsPzABKNbQWID9vK0PHQQ9K//uXPQJWd7e8LBKR77pE2bJBuv10aMaL7ow0XFUlbtkiD/W3EttI7waB0443SmWdK73mPJM3s9zbU10tvvy0tWDCj39c9lLCtIBUtXiwtWDA55r7Vq6UTT5yhUaMOnP6tt6T5830VbWamH8Oor9/WQ2FbSdpZ0pxzO0J/90j6u6TjktUWAACAVPf669KXviS9+KK//c470he+IB19tHTTTX4sop4oLJRqa/usmRikfvpT6ZxzwmFRctAlDRi6OusYlZ7uu551hjGM+kZSAiMzyzezwvB1Se+RtDIZbQEAABgI2tqkU0/1gw2vWyf96lfSLbdIxxzTu+USGOFQ/vlPadQoad685LYjLc1XOgGA5AOhQKDzx9ra2sdWYwyjnktWhdFoSf82szckvSbpUefcP5PUFgAAgJS2e7ffYc/OlqqqpJ//3A84HO6a1hsERjiYDRukl16SLr882S0B0NecGzghbGdjpnWsMGpoaL8eXWFEdWLPJWUMI+fcBklzkrFuAACAgeZ3v5Muvthf/8EP/HgMaX102C8vL/ZHNhDW0CD9+Mf+AmDw+dnPpLo66frrk92SnulYYTRzph+7qKDA30+XtN5L2hhGAAAA6Fprq3TvvdJXv+p/BE+c6O/Pzu67sEjq/Kgt4Jx0ww3S178uZWUluzUAEqGiYmB31crIiK0wam5uPwASXWGUnd39wOjcc6m+lZJ7ljQAAABEqa+XnnhCWrrUBzkXXEBXICTHgw9KCxdKY8cmuyUAEqGmxndJbm72l4N1cd69W3rjDemoo/xZx1JFxy5peXntAVj0GEYdg6V4NDRIzz8vffCDfdPWgYrACAAAIMmqq6Vf/MJXFb3//dL551P5g+RpaPBn47vllmS3BECiPP+8P5FCZaU/C+eJJ0p79kivvirt2iVt3eq/hwIBadgwP+j9//2f/7761rf6ttK1pzp2SYvuYu1cexszM7sfGJWX+4M3BEYAAABIihUrpL/+1R8FXbRIKitLTjsIpxDt5z+Xrrkm2a0ABoe2Nj9w/CmnJLsl7ZyTXnhB+v73fWXrLbf425J02mnSnDnShAkHfjeceqr05pv+pAupMO5RZxVGnY3Jl5HhD8jEq63ND5TdnXkGKwIjAACAfhAISMuX+yOWW7f62+96lx8jJicn2a0DvA0b/FH5SZOS3RJgcHj+eV+R8+STPtBIlOZm323sn/9sD1Gc83/N/HYdPiOac9I55/ggpbhYOvZY6fDDpenTD72eI4/0FUjXXSd9+cu++ihZOlYY5eR0PiZTd7ukNTb6wCg3V9q7Vxo5svdtHagIjAAAABLEOentt/14MFVV0vHHS2edxc44Ust3v+vPlHT++f6MfKl8VrTwDjAwULzwgg+MXnxROvPMg0/b1OSrToNB6SMfOfi4Qjt3+u+Wbdt8IJKVJR1xhD9RQm5u99p4zjndm/7MM6VjjvHViC0tPmwaNcpXJo0a1b1l9UbHCqOuup6lpXXvsyMcGF10kT+T3He/2/u2DlQERgAAAAnwt7/5bghHHil9+tNSaWmyWwQcqK3NX667zg+4/v3vp3bFG90nMZAEAn77Ovlk6Uc/6jow2rlT+tWvfKhx0UX+73XXSe9+tw9yJWnVKl89VFPjA6WRI6XzzkveAYjhw30QFgz6AyMVFdI99/gxjk480R8cSfQZFjtWGHUMkHoqHBiNHu1fg3vvHbonoCAwAgAA6COBgPT449LixX7HgEGDkeo2bpSmTfNnS/rQh5LdGmDgq6+X1q71Y+k895wPdXJzOz+te1OTdNttvkrnS1/y3cPCbrlFeuYZHxxlZkozZ0of/3hyu4B1Ji1NOuwwf33+fD/uz2uvSTfcIM2YIV11VeLW3TEgSk+PDZB6KhwYSf5EFLfd5ivETjqp98seaAiMAADAkFNR4ceVuPDCvlledbV0xx3Svn3Se94j/fCHVEJgYFizxo+lBaBn3nzTV5QGAr7aJifHdw3Lz/dh0ezZfrpZs6RvfEMaMcIHRPv3+++Jq66Spk7tfNlnnOEvA0lmpg9WTjrJB1433OCfd/gU930pIyM2iOvJ2dA609QU263vc5+T/ud//BhPo0f3fvkDCYERAAAYcv7v//zg0+eff+hTAzc2Snfd5X/cv+990tFHtz/W1ubHfHnnHem//ksaMyax7Qb62ltv+bMiDRSMYYS+sHu39Nvf+iqgMWOkT33q4OMFRQtX0CxeLNXW+sD12msP3f3qox9tD4qysmKriQarM87w/99rr5V+8INDf992V8fBrLs7uHVXoiuMJB/sfetb/nn87Gd9/zxSGYERAAAYcnbs8IN8LlsmzZt34ONNTdKdd0p79vgfhldcIY0d6wcjvfde/yN4715pxQo/rsEnPtH/z6EvZWb6HZlEjzeB1FNX57ujDRRmvoojkTtsL74oPfaYX9fChdKCBYeeZ8MGvx1NmJC4duHQamsP/X7+y1+klSulL3zBjy339tv+bJUTJvjAoa7OjxOUmenPPHbssb5b0rp10gMP+EqiE0+U/vu/pYKC7rUvK2vonXHriCP8d+g3viF95zt9u+121iUtEYGR5F/rj39cuv126Zprer+OgYLAaIBwzpfOx/OFhaHhlVekE05IdisAYOCprpaKinzo8+tftwdGgYBUWSk9+6yvPvr0pw88xfBHPypdfLH0n/9IEydKV17Z781PiIICP+4GgRFSXV6e35nLz+/+vC++6M/s1NUZpJyTfvMb/zd8VqR77/U7uu9/v68IaWqSxo1r75binPT00/5i5qsokDzHHuvDvs66eK1b56tF58+Xbryx/f5Zs/yA1OEDBHl5/iL513fJEv/41KnS177W/hjiN3u2P+vbF7/ox2TqqzOpdRz0ui8rjDoL9o4+2u+Tv/mmP6HFUEBgNECsWuVPkfiPf1DunkjPPCOdfnrqjzuxbp109dX+C3Hs2GS3pnOvvOL7cM+dm+yWDEw33eSPah5/fLJbMjjt3z80SsFxoF27pFtvlRYt8u+B6mq/M/DAA/5o8qhR0nHH+VCoK5mZ/qwpg0l+vj+qzpnchpaB2L2rN4HRTTf5SofOtu+NG/0pws8+O7aL3kc/6qtN/vUvacsW/9vm+ef9OGgZGb7aqbzcB0U33NDjpzXgrFrlX4PJk5Pdknbbt0vnnuvPJPbZz/r7nJP+/nfp5Zd9MPQ//9P151xnIYaZD6GOPTZx7R4qjjrKb4Nf+Yrf1jIze7/MjhVF0QFSbz7fDlZxe801vrrsRz/q+fIHEgKjAeKxx/xpTl95xQ+eNhAEg34DHihHK5ubff/lRx9tH+k/VT3+uP9h8vLLfTdga1/729/8h/ihAqMNG6Q//tF/MOflSZ/8pB8McChzzu/EPvHEwAiMKir8D8dTT012S+LjnDRnjt9+ysqS3ZrBIRj0R9vmzEl2Szq3das/qtza6g+6fOxj7Ts5Z53lu5V997uJGZBzoAhXGGFo2bCh68F2U1Venh93pru2bZM++EH/WRUOjJzzIfLvfueDge99zwdCHRUVSR/4wKHXMZS6dv72t/5z49vfTnZL2j34oPT5z/vT00v+s/9HP/Ih4A9/mNSmIaSgwFfmPvxw3+zDJKrCqK2t60ArPV368pelH//Yd00c7JIWGJnZeyX9TFK6pN845yjgPIh9+6RTTvGhUVeBUXW1P0K6dq3/squv92X2F1+cnIqZ22/3H9Q339z/6+6JJ5/0OwwvvnjowOjpp/1Ad62t/v8bPQBqX2hr8x9+ra2+bLrjTszOnf7IyXe/2/mHrXP+smyZ//KU/PvhQx/qn6PiFRW+VLuqqutxBpqa/FH+zEyf0hcW+q4gt93m37+jRuXplFMSM0aBc/6I4e9/n5qD1r3xhj+S9eabyW5JfP74R+n11wdOYPT66/71/9e/pA9/+ODTNjT4gHbtWj/ttGn908awD3/YD7DY158xfe3ll6XPfMb/bzOSfCjKOb8NPfSQ/yxNS/OnIP7Slzof1+LUUwfOezeRwhVGGFpeecVXxwwkPQ2MnnzSn8Hwrrv858Rzz0mPPOI/16+8sm8OIIwd63+jTZrU+2WlssZGqaTE/049FOfaxxVK9P7I1q1+HKK0NN+97Oab/aWrLohIjhNOkK6/vm8Co84qjMK3e/N+a2s7+O+ZKVN8ONzUlII7En0sKT/rzCxd0u2SzpS0TdJ/zOxh59zqZLSnv9XX+53l7dv9G23mTL+DvWaNP+KZne0HYgsG/Q+4N9/0P2azsnwVjORLY594wh/Vd86HC0VFPkGPHnjzX//yP5IXLer/qpldu+I7whIM+tLRtWt939ZkHfF/+WUfwHzzm11PU1Pjg7Dx4/20gYD/4fHII/6IxsFK+Tdtah8Qcfdu/3fSJB/0vfKK//INBv2HW0aGv2Rl+R/w4Z2erCzfb/6ww2I/EFtafLntunV+OZL/AJ092/cTzsnx75M77vBnQ7nqqsR+aT/0kB9MdsUKaflyP16A5N/3//63f7779/sdzOgjm8OH+zMQ7Nkj/fznBfrCF/x74qST+rZ9r7/e/rerH8rhEuYlS9qPGH7iEweOZ5IIjz3m30/r1/sfxR37yodLbLdu9d0o163zt485xoeC/W3XLn+GkEMNNOmc/0x64QU/AOI55/S8oqOlxW8bVVX+b3Gx357ieV8/+qgvSf/hD7sOjAIB6f77/Xv4wx/2VSi/+pXfRv/rv2KPQDvn37MvveT/B2lp/rNi1y7/+PTpvmrusMP8D4x47dvny+effDL1A6Onn/Y//pYu7d+quJYWXzWwbZv/PHz+eb8DM3euHyehqKj/2jLQFRQQGA01zz7rv+MuvTTZLemengZG77zjB6w96ij/G27YMF8h0JeGD/cHvwZ7YPTss34Ih1df9d9Vw4YdOE1Fhf+NvG+f/7/s2uUDu7PO6vv27Nvn9yXCB3Xe9z6//3P77YRFqcis7/ZD+rrC6Dvf8b0dDhUYSf7g4/Llg7/DVrKe4XGS1jvnNkiSmd0v6VxJgz4weuSRMr34ov9hVlbmw6HFi31Kf+SRfuekpcVfT0/34dI55/hQSfI7WV/8ov9g/uAH/c7hwTa4+fP9TuRf/yr94Q9+xzcY9H9HjvRVDMcc0/dVFjt3+gqTtrauv0jq6nyw8Nprvmrq4ot9xUdzs6846esf+tXV0lNP+f9XXp7/H2zc6IOLiRP9jm70/6Guzu+QV1X56dau9Y9fdZWfXvKv0ac+5c+2c+edfifRrH050X1nJ0yQZszwocmsWf513rDBvxeuuSa+vviNjb5qKFz+OGaM/x8+/bTvYnHeeV2fEtTMD+D63HN+8EbnfBB55pn+saYmP0bWm2/6Hzqnn969nVvJ/4B75hn/v/rEJ/xO8m9+45fz05/69SxY4Ms4D/YFPmqUdMYZe3TqqYfr2mt9kDpuXPfacjCPPeaPON13X+eB0ZYtvr3vfa8vT5f86/Wzn/kvpcsu869nW5t/zSsq/Huktta/trNnx/9F6JwPEDdskFav9j+o0tL8+//44324Nnasb6tz7QGLcz64PPVU/56U/HZ+222++iwtzU8TDiHN/OdJc7N/H23e7MObujq/zHAl2LRpfrlZWf41OuKIA8OR9et9QHLiif45FxX5yrWXXur6h+Dq1T6wPO00//q//ro/O8nll/vPoehtb+9e/z6qqPC3Kypit6W2Nv8+LyryIW1Bgd9O163zt2fO9K/L8OH+0tTkn+O73uXfk42NfnsP/6Bobvbv2X37/P9/40Z//YIL/Gsd9pWv+NfpO9/xywu3KT3dr+ekk3ybgkG//DFj/DTvvON3IJ55xl/Pz/fvrXnzfFu6GjzzkUf8jtx998X1Vkoa5/z/8MwzfReFgwVGbW0+iFu50m9LH/jAwU/mEN4+1q7174M33mj/Eeecf5+OHdv+mfz1r8d/WmTEys/32x4Gv9paP47Iccf57jqpPm5jRz0JjLZta/+s/dCH/G/PRFRcjxjR/t012Lzxhh/sf+xYf+Dlttv8d9+DD/qDe4895n9T79zpvxPy8/3vk+ixV++8U/rFL/w4nH2x71FX50Ohtjb/vRo+QPnudw++ceYGm1Gj/HdOb88Y19dnSfvrX/0+djyB0dSp0pYtLT1f2QBhLgmj3ZnZhyS91zn3ydDtj0o63jn3+Q7TLZK0SJJGjx497/777+/3tva1N95I05w5wR7P78s6M1RU1LvOmYGAqaoqU6tWFemddwoUCJjGj2/UEUfs14QJjQf8eGhpSVMgYMrMDKqiIlsFBa0qKAhEdpjC04d3Ov/+93E68cRKVVZmqaYmQyeeuE/V1Zl68cXh2rUrV2ZOWVlBnXBCpaZNq49ZX2Vllv72t3EqKWnVCSdUqri4VbW1mdq8OU+7d2crNzeooqJWVVRkqaIiOzKvc1JpaasKClpVV5ep6urMyP2SlJMT1HHH7ZOZU3NzmgKBNI0a1aTCwjbt2JGrSZPqlZnp9NRTo7V1a66CQdPUqfXKz29TWVmTxoxpUlZWz1+7RGhpMf373yN16ql7ul2p4Zz0n/8M08qVRTKT0tOdjj9+n2bMqNWuXTlasqRUe/fmyMwpI8NpwoQGjR7dpK1b87RvX5ZGjGjWkUfuV2VltlasKFZDQ4aysoKaO7dKhx9eE2nPr341VenpTh/+8DYVF8dRuxxSV1engoICNTen6b77JmrYsBa9//27DngNAgFTfX266usztGpVkTZtyld6ulMgYJo2rU4nnVQZM48/A8oUfepTG/Xb307RJz6xUW1tpiVLSrV6dZGcMw0b1qyzztqtvLxAx2apsjJL//73CFVWZik93Sk/P6Di4laNGdOk/Pw2bdyYr02b8mXmVFraqtNO26OSkvbn3dJiev75kXrnnQJlZwdD79sWjR3bpEmTGlRa2qLsbN/e1lbTj388U4cdVqv3vvfA596Z1asL9dJLI5SW5t/46elOzpmck3JyAsrKCiorK6hRo5o1e/Z+5ee3P8dAwLRzZ44qKrLU2pqm5uY0rV9feMCggWVljSosbNPSpaUaObJZ7353pcrKmvTHP07URz6yRS+/PFw1NZmqrMyWmZ+5tLRFZ5+9UxkZ7QtraTG99tpwrV1bIDP/2phJhYWtOvroag0f3iLnpKKi1rjf37W1Gdq9O0f5+W3avz9TNTWZysoKKhCQNm3K1759WTrrrN2aOLFBDz9cpvR0p40bCzR79n4VFrZq2LAWjRnTrNzcA1/7vtLUlKZXXhmuDRvylZMTVH19urKygpo5s05TptRr+PBmZWY6/fKX0/SZz7yju++erCuu2Kz09M6/r8Pbyv79Gaqry1BZWVO/dLVsazO1tZnWri3Uvn1ZWrBgr37zmyn65Cc3KhiUtm3L08aNecrNDWjMmCYtX16inTtztWDBHs2aVSfnpCeeGK3t2/N08skVmjmzNvJ53tpqeuaZ0dq0KU+jRzdpwoRGlZS0asKEhsj2gb61aVOeNmzI1+mnD97UKLytDGXbt+fqgQfG6aMf3azS0vi/k1PJypVFamxM17HHVnU5TUuL6ZVXhmvdukKZOeXmBnTeeduVm5vYz48tW3K1dm2hFi7ck9D1JMK+fVn6z39KtW1bngoLazR5stPEifUaPrxFf/rTBJWWtmjevCrt3ZutSZMaIvsi9947US0taZo/v0LFxa0qLW1RZmbX+5dvv12o554bqYwMp/LyfZo7d3+327p6daFeftkPeHn22Ts0alRzz540kmb58mIFAmmaN6/r7bije+6ZrI99bFPMfXv3Zuu114bpAx/YKUm69dbpGj++URdcsP2A6e++e7Kuuip2/o4+85ljdM0167VhQ76OP75SI0cePBAaTN8rp5122lLn3AGH0pMVGF0k6awOgdFxzrlrupqnvLzcLVmypL+amDCLFy/WgoMdTk2S8FHwl16S3n7bhz7RFQq5ue3dcsrK/NH3ujpFdvLCzHwiO2mSr7xpafHVBMXF/nL++fF36dmxwx+Rr6z0FUqzZvlKk/p6f9+YMb4SIjow2rvXVxqUlvrEuidHzYJBX1k02MuJu6OpyR/h37rVV0mVlfnrL77or8+f3/dnnOq4rbz9tq9Wiq5M8kGXr+ooKfHddsKD7oZPg/r4476Lipl/bRsa/Ptw/nx/hPWcc/xptT/8YX80qi/HX9m2zVeHhLeV8OXcc1O/i1E89uzxFW/hqqL/9/98Zc9FF/ntc/To1D5y3dzsq6zOOCP57Wxu9v/LlSt9lVNDg+9ifOKJvvKvtNRva88/76vbjjrKv++3bJF+/vN1KiycodGj/Xbw+uvSJZf0fiDGqipfGfbaa/4zNxxChT/3MzL890Jhoe9emp7uu3nk5Pj3xpw5vtqurs53yS0v95/jHTU0+CPTy5f7dQy27WSg2LzZf+d+/OPJbknipOpvsP7yzju+GuPmm5M/1lhvLF/uK0HPP//Ax7Zu9b8VgkHp/e/3Y6X05+d7ZaUf1++aLvdo4vfYY/77IJ5t8u23faXP6ad3fTavYNBXtdbV+b9vv+0/w5cu9b/rx4zxVTozZ0p/+9tLKit7t1as8J/nl1zif//1pWDQf789/3zsGJvV1b6aaexYv+5nnvEVqeGDSs3NvpLo/PP75ixbSI6qKunuu33XwXjdcMOBZyLcudP3trj6an/7i1/0Vcdf/OKB03c2f0ennirdeKMfKuaCC/xv2YMZTN8rZtZpYJSsr4ttkiZE3R4vaUeS2gL5D+Dp0/t+fJasLD+Q4KRJ3S85HDvW9w3tTGdn9DDz5Y2dnRKzO9LSCIs6ysnxO6hHHdV+3+GH+0t/mTWre2e46Oo0qI2N7aHTZZf5geJ//OPEnNFk/Hjpa1/r++WmilGjYrugDbTnmp0tLVyY7FZ42dl+x+aEEw587H3v8z98Dj/c/7+3bpX+8hffrcR3S9yriy5q/yV/5ZW+C/Lf/ua7g06Y4APdHTv8DmNL6GCZc76LxsSJ/kf3li3+h3o4ECot9eMuffSj8Z+58Ctf8TseY8fG3n+wccjy8vzOQjLG30I7xjAa3Coq/IkmbrllYIdFkv9sCo9FGO3pp3348LWv+fdzMpSU+M/AvvCvf8XXbevuu/33waJFPoB58EHf5Xv4cN+F7Lnn/MGctDQf8BcU+N9173qXD1+uuurAz/jhw1sS3q0rLc0fGDjnHOnee31AJvn2lZf7sUVLS6X//d+hcda5oaa01P/miFdXNS4dxyw62BhG8dTJ5Ob6fYV4uqQNFcn6N/xH0gwzmyJpu6SLJQ2wIfcQr4F29g0MbtEVSpMn+wo4IJVlZEg//3n77alTY8/qtXhxbLm0mXTFFf6IbEWFrxyprfVj451/fvsYP875H0VbtvgqvDPP9Ds7vZGTc2BYhIEhP99X8GLwcc5X1H7724OjImPkSF95EuacPylBerofYy6ZwmMC9lZrqw9J0tJ8yN9ZYFJX5w+kzZvXPpbhFVf4yo077vDVm3Pnxj9OZrKYdX2AGINbd6r/AoHOT5TS14Ne5+b6nhUERu2S8m9wzrWZ2eclPSEpXdJdzrlVyWgLAACDUXq6L6Xuqpw6fAKAd72rf9uF1JSd7X8kY/C54w4/KHFfdx1Plry89jPCSv7kFKeeKp18cvLaFK0vusC9+KKvzGxp8dVU0dWnTU2+qmjLFh8GdQzpS0sHXsUvcChtbZ0H3t0Z9DqebTMnhwqjjpL2b3DOPSbpsWStHwAAAF6yx/FCYqxY4StNOuvuOhjcf78fzyZVwqK+EB7b56ab/I7rXXf5ytL77vNjJKWn+zGFCPsx0IXDnXiCma6m61hhlJ4ee7u7srJ8UNvW1nlF01BEbgYAAAAMMg0NfgDon/wk2S3pe85JGzb4E3J885vJbk3fqK/3r9eOHT4Qysnxl9pa3+Xu6qt7P04nkEqGD/djfsXzvu4qMOpYUdTbgx/hAIoKo3b8GwAAAIBB5nvf812TButR8h/+UPrpT5PdigN15wTULS3SI4/4walzcvwYRFOmxE5zqLM6AQPViBH+DNe9CYw6VhhJ3dsGO1teW1vXYyYNRQRGAAAAwCDyl79Ixx8vjRuX7JYkxpe+5HcKw4P4p5rwKeC70tDgz2a5caM/dff559MtFEPPyJH+5Bzx6CowSktrD4yCQX+7NwPPRw+azTbpERgBAABgQNm/X9q2zR+drq2NvdTXx+4wmPkd+E2bJuu553wlR2mp7w4xfLg/yj1ypB8gPp7TmKe6Zct8EPE//5PsliROb8/omEhFRf59WFQUe39bm7R7t/Tkk9Jbb/lqok9/OjltBFLBiBG+W2k8ugqMokOd1lY/TUvLgdPFq7dnWRuMCIwAAACQcioqpFWr/GXXrvb7zfzO+IQJPugpK5NmzpQKC/0lP7/z4Gfx4k069dTJam72px6vrPSXdeukl17y63CuvTtDXp40Y4ZUXi5NnDgwjjbv3Cn9/vfSj36U7JYMXRMmSJs3S0ce6XeGn3jCj0uUleXPaPbud0tXXZXsVgLJN3Kk/+yNRzxjCoXPpBYOjHrSNY3A6EAERgAAAEiqQEB688324Eby1T9HHOG764wZ0zeBjZmvMCor85eDqa/3YdKTT/pTmEs+jJo3Tzr22NSrcmlrk777XenmmwdHpdRANXu2Pzvdf/7jz3L2kY8wWDXQmeHDe98lrbvTHAqB0YEIjAAAANCvqqulV16RliyRmpv94KJHHimdd56vwkgF+fnS3Ln+ElZXJ73+uj+bVXW1v2/MGOn006XDDktuFdJvf+vPpJWfn7w2wFel3XijDxW/8pVktwZIXVlZvhtZPHoSGPXk87jjWddAYAQAAICQrgbrra+XXn3VByM9sWWL9Oyz0jvv+NvFxdKJJ/od6pycnre3vxUUSKec4i9hO3ZIzz0n3Xefv/2ud0nvfa/vbtFfmpt9NyjGxEm+zEzfJXCwDjgO9KV4Q514AqPwGEa90dlZ14Y6AiMAAACouFiqqfF/O7r7bt/NZvbs+LrXBALSyy/7kKipyY8BtHChdOWVA2MsoO4YO1a67DJ/3TlpzRp/BqyKCmnYMOmii6RJkxLbhj/9yXd9QmoYPz7ZLQAGhnjHGerOGEa90duzrA1GBEYAAADQqFHSnj2dB0Y7d0o/+IF0223SN7/Z+fzNzT4g+ve/fSh0wgnSV78q5eYmtt2pxEw6/HB/kXxo9Kc/+Qqrww6TPvQhX6XUl5zzYd4VV/TtcgEgVcRTPdQXYxjhQPxLAQAAoJEj/WnqZ8yIvb+x0Yc+w4b5Qai/+lUfHqWn+yOxixdLTz3lx6M4/XTp29/2j8GfNvpzn/PXV6+WfvIT//884wxpwYK++T+98oo/8xYADFbxVA8RGCUG/1IAAABo1Cg/Dk5H//qXNH++v37hhdK0adI3vuFPO19f74OP73yHH+qHEq48CgSkZ56Rrr/eD1B90UXSrFk9X+6jj3Zd9QUAg0F3xzAKBgdf9+dk4asdAAAAGj/edyfr6OWXpWuvbb89d67vtjZyZN93rxoK0tOl97zHX2pqpL/+VbrrLmnKFOmSSzrvEtiVpiY/5kZWVuLaCwCJ0peDXkdXIQUCHMToK/3+bzSzGyR9StLe0F1fd8491t/tAAAAQLsRI3yXtGg7d/qjth0DiSlT+q9dg1lRkfTxj/vrGzdKP/+5Hwvqwx+Wjjzy0PM/8oj0wQ8mto0AkCjOdX12zmhtbb6q9VDTZGT4ZXUWMIUHtE5L612bh5pk5W4/cc7dkqR1AwAAoAOz9tMJ//vfPowYNkz62teS266hYsoU302tqUn685+l3/1Oeu97/XhHXe1M/ec/vpsgAAxEOTn+M+9QJ0foTpc05zqfPj3d33+wisx4wquhhkItAAAASJImT5b++7+l446Tvv99fjgnQ06OP+OZc9ITT/hBxsvL/RnWoneAdu/2407xGgEYqEpKpP37+yYwip6ms+kzMtoPiiB+5pzr3xX6Lmkfk1QjaYmkLzvnqrqYdpGkRZI0evToeffff38/tTJx6urqVECHf+CQ2FaA+LCtoK8N1pL9gbytvPVWoRYvHqkJExp01lm7lZHh9Oc/j9fpp+/RiBEtyW4eBpmBvK1gYHn66VGaObNWEyc2HnS6f/1rhMrKGjV9ev0Bj91zz2R97GOb9MYbxQoETCtWlOi887bruedG6vzzd0Sm+/Ofx+uDH9ypvLyuU6N77pkcuf6xj206ZPsH07Zy2mmnLXXOlXe8PyEVRmb2tKQxnTx0naRfSvqOJBf6+yNJH+9sOc65OyTdIUnl5eVuwYIFiWhuv1q8eLEGw/MAEo1tBYgP2woQn4G8rSxYIF19tbRihfSHP7xLmZn+zGof+tD0ZDcNg9BA3lYwsNTX+xMoHHfcwafbu9efZfKIIw58bPFiacGCyQoGfRVRTY10/PGTtXu3tGDBzMh0b7whnXjidJWWdr2exYvbry9YMPmQ7R8K20pCAiPn3MJ4pjOzOyU9kog2AAAAAIPJUUdJP/wh42wAGByKi32XtEM5WJe08Gdha6vv0tvV9BkZ/v6D4bP1QP1ecGxmZVE3z5e0sr/bAAAAAAxU7NAAGAyKi6Xq6kNPd7DAKDzCzqHOknaowCi8nH4esSflJWPQ65vNbK58l7RNkj6dhDYAAAAAAIAkCQ96fSjxDnqdmdl+lrT09NjHw2dJ60ow6KcJBg/dnqGk3wMj59xH+3udAAAAAAAgdcTbJa21NfFnSQsE/DQtnEcgxiA8BwYAAAAAAEhlBQVSXV3sfc4deF88FUbRoVI4/Il2qC5pnVUlgcAIAAAAAAD0s7S0A7uALVsmnXpq7H3NzVJ29sGXFe6SFr7e3cCos5AJBEYAAAAAACDJGhulefMOrPSJNzA6VJc0Koy6j8AIAAAAAAAkVVWV/5uRIV1yiXT77f72wQKj8Fkjw13SenqWNCqMOkdgBAAAAAAA+l048JF86CP5Sp+//1363vekPXt8t7W0LpIL5/zf6FCps8DoUGdJo8KocwRGAAAAAAAgqcKBTnp6e6XQ7NmxoVJXwoGRc707SxpiERgBAAAAAIB+F64QknyF0Ve/KtXW+pAoGJSGD4+dpqNwmNTSImVl+eu9HcPoYOsbagiMAAAAAABAUrW2SscdJ1VU+C5ogYBUUiJ9+9tdzxMOd3obGEVXGMVT0TRUEBgBAAAAAICkCIc+bW1SZqZUWdleYZSWJh19dHzLSEvr+aDXjGHUOQIjAAAAAADQ7/LzpYYGfz18prNvftNfDwdGX/ta1/N3Vg3EWdL6Dv8SAAAAAADQ74qLpf37fXDU2uorjP7nf6Tp06V77vHjGQ0b1r1lcpa0vkOFEQAAAAAA6HfhwEhq75ImSRdcID38sFRT4we+PpRgsP16Z+EPZ0nrGQIjAAAAAADQ74qLpepqfz3cJS1aZWV8FUYtLf6vc/56dnbs4/GOYRQeCwke/woAAAAAANDvSkraK4zCXdKizZ0rjRp18GW0tEiFhbG3w2dMC4t3DKPOQquhLGGBkZldZGarzCxoZuUdHrvWzNab2dtmdlai2gAAAAAAAFJTV13Swh58UMrL63p+56S6OqmgwN82k5qbux8YhSuMOhv/aChL5L9ipaQLJP06+k4zO1zSxZKOkDRW0tNmNtM5d5AehQAAAAAAYDCJDox6Wt1TW9t3FUYERrESVmHknFvjnHu7k4fOlXS/c67ZObdR0npJxyWqHQAAAAAAIPV0DIw6VhgdillshZHU+RhG8Z4ljcAoVjL+FeMkvRJ1e1vovgOY2SJJiyRp9OjRWrx4ccIbl2h1dXWD4nkAica2AsSHbQWID9sKEB+2FfSnQMC0Zs1ELV68WStWjFJLS6327GmMe/533pmsz38+T+997y4tXrxPmzZNkiS99NLmmDOl7d2bpdWrh2vx4p2dLuf110uVnR3Qli2jlZZWr8WLdxxy3UNhW+lVYGRmT0sa08lD1znnHupqtk7uc51N6Jy7Q9IdklReXu4WLFjQk2amlMWLF2swPA8g0dhWgPiwrQDxYVsB4sO2gv72r39JCxZM0aZN0sknS1OmxD/vn/8sLV4sfec7o3TyyX5ZLS3SGWfELmT3bqmiQlqwYFany2lslEpLpTfflA4/XFqwYOYh1z0UtpVeBUbOuYU9mG2bpAlRt8dLOnR8BwAAAAAABqWedElrbvZ/w2MYZWRIDQ0HTscYRj2TsDGMDuJhSRebWbaZTZE0Q9JrSWgHAAAAAABIAT0Ja773Pen00/1YSJIfhyjQyem0OEtazyQsMDKz881sm6QTJT1qZk9IknNulaQ/S1ot6Z+SPscZ0gAAAAAAGLp6UmE0erQ0bVp7YJSfL1VXHzhdvBVGzklpySirSVEJy86cc3+X9PcuHrtJ0k2JWjcAAAAAABg42tq6HxhJ0rx5UlGRv15aKo0YceA08Z4lTfJnXoNHsRUAAAAAAEiq1taedQf79Kfbr5eUSHPmHDhNRkbnXdXCAgEfGLlOT8c1dBEYAQAAAACApOpJl7SOujpp2aEqjJqapJwcf50Ko3YERgAAAAAAIKn6YsDpvLzO7z9UCNTYKOXm+utUGbVjOCcAAAAAAJB0yaruaWrygZEZgVE0AiMAAAAAAJAUqRDQNDb6LmmFhV1XKQ1FdEkDAAAAAABJkQpjBoXP0Hbrre1nSwOBEQAAAAAAGMLCVU69HUNpsKFLGgAAAAAAAGIQGAEAAAAAgCErFbrFpSICIwAAAAAAAMQgMAIAAAAAAINaKpyNbaAhMAIAAAAAAIMa3c66j8AIAAAAAAAMWVQfdY7ACAAAAAAADGoHC4WoPupcwgIjM7vIzFaZWdDMyqPun2xmjWa2PHT5VaLaAAAAAAAAgO7LSOCyV0q6QNKvO3nsHefc3ASuGwAAAAAAQBJVRD2RsMDIObdGkoxXBQAAAAAAHATjCKWeRFYYHcwUM1smqUbS9c65f3U2kZktkrRIkkaPHq3Fixf3XwsTpK6ublA8DyDR2FaA+LCtAPFhWwHiw7aC/rZp02QtXrwp8jdRNm7sevk9WfdQ2FZ6FRiZ2dOSxnTy0HXOuYe6mG2npInOuUozmyfpQTM7wjlX03FC59wdku6QpPLycrdgwYLeNDclLF68WIPheQCJxrYCxIdtBYgP2woQH7YV9LfFi6UFCyZH/ibKv/8tjRo1Wb//vXTttVJx8YFt6I6hsK30KjByzi3swTzNkppD15ea2TuSZkpa0pu2AAAAAACAgce5xHdJmzRJ+sY3pNtuk77+dWn+fOn975eKiugO15WEnSWtK2Y20szSQ9enSpohaUN/twMAAAAAACRXeroUDCZ+UOqTTpLOP18qK5N+8hNpwgTpD39I7DoHuoQFRmZ2vpltk3SipEfN7InQQ6dIWmFmb0j6q6SrnXP7EtUOAAAAAACQmjIypLa2xK9n6lTp8sv99awsHyDt3u1vc66uziXyLGl/l/T3Tu5/QNIDiVovAAAAAAAYGPorMOpMWr/3uRpY+PcAAAAAAICkSGZghIMjMAIAAAAAAEmRnk5glKoIjAAAAAAAQFKkp0uBQLJbgc4QGAEAAAAAgKTIyEheYGQmOZecdQ8EBEYAAAAAACApktklLT1damqSMjOTs/5UR2AEAAAAAACSIpld0vLzpf37fZUTDkRgBAAAAAAAkiKZXdIKCqTqaiqMukJgBAAAAAAAkiKZXdLy831gRIVR5wiMAAAAAABAUiSzSxoVRgdHYAQAAAAAAJIimYFRXh4VRgdDYAQAAAAAAJIimWMY5eVJNTVUGHWFwAgAAAAAACRFMscwCgdGVBh1jsAIAAAAAAAkRbhLmnP9v+7cXAKjgyEwAgAAAAAASRGuMDLr/3XTJe3gEhYYmdkPzewtM1thZn83s5Kox641s/Vm9raZnZWoNgAAAAAAgNSVkSG1tPjgqL/RJe3gEllh9JSk2c65oyStlXStJJnZ4ZIulnSEpPdK+oWZJeGtAQAAAAAAkik9PfmBERVGnUtYYOSce9I5Fx666hVJ40PXz5V0v3Ou2Tm3UdJ6Scclqh0AAAAAACA1JTMwysmhwuhg+uvf8nFJfwpdHycfIIVtC913ADNbJGmRJI0ePVqLFy9OYBP7R11d3aB4HkCisa0A8WFbAeLDtgLEh20F/W3lyiJVVmZp165cLV68td/Xv3fvHK1atVlZWdXdmm8obCu9CozM7GlJYzp56Drn3EOhaa6T1CbpvvBsnUzf6Xjozrk7JN0hSeXl5W7BggW9aW5KWLx4sQbD8wASjW0FiA/bChAfthUgPmwr6G95edL69VJRkbRgwbR+X39BgVReXqr587s331DYVnoVGDnnFh7scTO7UtIHJZ3hXOQkedskTYiabLykHb1pBwAAAAAAGHiS2SVN8uvOykrOulNdIs+S9l5JX5N0jnOuIeqhhyVdbGbZZjZF0gxJryWqHQAAAAAAIDUlOzBqbpays5Oz7lSXyDGMbpOULekpM5OkV5xzVzvnVpnZnyWtlu+q9jnnXCCB7QAAAAAAACkoI8OHNsk6UxkVRl1LWGDknJt+kMduknRTotYNAAAAAABSX7jCKCcnOetvbiYw6krCuqQBAAAAAAAcTLK7pFFh1DUCIwAAAAAAkBSpEBgxhlHnCIwAAAAAAEBShMcwSuag11QYdY7ACAAAAAAAJEUqVBgRGHWOwAgAAAAAACRFsgOjmTOl3NzkrDvVJewsaQAAAAAAAAeT7MBo2TLJLDnrTnVUGAEAAAAAgKRI9hhGhEVdIzACAAAAAABJkewKI3SNwAgAAAAAACRFODBKI51IObwkAAAAAAAgKagwSl0ERgAAAAAAICkyMgiMUhWBEQAAAAAASAoqjFIXgREAAAAAAEiKtDSprY0xjFJRwl4SM/uhmb1lZivM7O9mVhK6f7KZNZrZ8tDlV4lqAwAAAAAASG3BIBVGqSiRGd5TkmY7546StFbStVGPveOcmxu6XJ3ANgAAAAAAgBQWCFBhlIoS9pI45550zrWFbr4iaXyi1gUAAAAAAAamQIAKo1TUXxnexyU9HnV7ipktM7PnzWx+P7UBAAAAAACkGLqkpSZzzvV8ZrOnJY3p5KHrnHMPhaa5TlK5pAucc87MsiUVOOcqzWyepAclHeGcq+lk+YskLZKk0aNHz7v//vt73NZUUVdXp4KCgmQ3A0h5bCtAfNhWgPiwrQDxYVtBMixaNE9f/vLbmjWrLtlNidtg2lZOO+20pc658o739yowOhQzu1LS1ZLOcM41dDHNYklfcc4tOdiyysvL3ZIlB51kQFi8eLEWLFiQ7GYAKY9tBYgP2woQH7YVID5sK0iGuXOle+7xfweKwbStmFmngVEiz5L2Xklfk3ROdFhkZiPNLD10faqkGZI2JKodAAAAAAAgdTHodWrKSOCyb5OULekpM5OkV0JnRDtF0rfNrE1SQNLVzrl9CWwHAAAAAABIUQx6nZoSFhg556Z3cf8Dkh5I1HoBAAAAAMDAwaDXqYmiLwAAAAAAkDR0SUtNvCQAAAAAACBp6JKWmgiMAAAAAABA0tAlLTURGAEAAAAAgKShS1pq4iUBAAAAAABJQ4VRaiIwAgAAAAAASUOFUWriJQEAAAAAAEnDoNepicAIAAAAAAAkDV3SUhOBEQAAAAAASBq6pKUmXhIAAAAAAJA0VBilJgIjAAAAAACQNFQYpSZeEgAAAAAAkDQMep2aCIwAAAAAAEDS0CUtNREYAQAAAACApKFLWmpK2EtiZt8xsxVmttzMnjSzsVGPXWtm683sbTM7K1FtAAAAAAAAqY0Ko9SUyAzvh865o5xzcyU9IumbkmRmh0u6WNIRkt4r6RdmxlsDAAAAAIAhyizZLUBHCQuMnHM1UTfzJbnQ9XMl3e+ca3bObZS0XtJxiWoHAAAAAAAAuicjkQs3s5skXSFpv6TTQnePk/RK1GTbQvd1Nv8iSYskafTo0Vq8eHHC2tpf6urqBsXzABKNbQWID9sKEB+2FSA+bCtIjgUD7n03FLYVc84deqquZjZ7WtKYTh66zjn3UNR010rKcc59y8xul/Syc+7e0GO/lfSYc+6Bg62rvLzcLVmypMdtTRWLFy/WggULkt0MIOWxrQDxYVsB4sO2AsSHbQXJYCb1IppIisG0rZjZUudcecf7e1Vh5JxbGOekf5T0qKRvyVcUTYh6bLykHb1pBwAAAAAAGJgmTUp2C9CZRJ4lbUbUzXMkvRW6/rCki80s28ymSJoh6bVEtQMAAAAAAKSuDRuS3QJ0JpFjGP3AzGZJCkraLOlqSXLOrTKzP0taLalN0uecc4EEtgMAAAAAAKSotESevx09lrDAyDl34UEeu0nSTYlaNwAAAAAAAHqOHA8AAAAAAAAxCIwAAAAAAAAQg8AIAAAAAP5/e/caallZx3H8+2PGygvaxQs6IznRYJkQlsikEOEETSiOLwommBpkIAgtk0DUN71VEC+BCuJY3tBkFBRBS1TwTUwXDXQcpUFLj03NSGbiC23074v1IHudy7DRPWt7zvl+4LDX+u+9Ns+C/WMv/ud51pYk9dgwkiRJkiRJUo8NI0mSJEmSJPXYMJIkSZIkSVJPqmraYxhLkn3AP6Y9jgk4Gnht2oOQFgGzIo3HrEjjMSvSeMyKNJ6llJXPV9Uxs4uLpmG0VCT5c1WdPu1xSB93ZkUaj1mRxmNWpPGYFWk8yyErLkmTJEmSJElSjw0jSZIkSZIk9dgwGt7N0x6AtEiYFWk8ZkUaj1mRxmNWpPEs+ax4DyNJkiRJkiT1OMNIkiRJkiRJPTaMJEmSJEmS1GPDaEBJNiR5IcnuJJdNezzSkJKcmOSJJLuS7Exycat/NsmjSf7WHj8zcszlLS8vJPnOSP3rSZ5pz/0qSaZxTtLBlGRFkqeTPNT2zYo0S5JPJ9me5Pn2/fINsyLNleSSdv31bJK7k3zKrEiQ5NYke5M8O1KbWDaSfDLJb1t9R5KTBj3Bj8iG0UCSrABuAL4LnAL8IMkp0x2VNKj9wC+q6svAOuDCloHLgMeqai3wWNunPbcJ+AqwAbix5QjgJuDHwNr2t2HIE5EGcjGwa2TfrEhzXQ88UlVfAr5KlxmzIo1Isgr4GXB6VZ0KrKDLglmR4DfM/RxPMhtbgder6ovAtcBVB+1MDgIbRsM5A9hdVS9W1TvAPcDGKY9JGkxV7amqp9r2m3QX9avocnBbe9ltwPlteyNwT1W9XVUvAbuBM5IcDxxZVX+o7q79t48cIy0JSVYD5wC3jJTNijQiyZHAN4FtAFX1TlX9F7MizWclcGiSlcBhwD8xKxJV9STwn1nlSWZj9L22A+sX08w8G0bDWQW8MrI/02rSstOmYp4G7ACOq6o90DWVgGPbyxbKzKq2PbsuLSXXAZcC743UzIrU9wVgH/DrtnzzliSHY1aknqp6FbgaeBnYA7xRVb/HrEgLmWQ2PjimqvYDbwCfO2gjnzAbRsOZr4tYg49CmrIkRwD3AT+vqv8d6KXz1OoAdWlJSHIusLeq/jLuIfPUzIqWg5XA14Cbquo04C3asoEFmBUtS+3+KxuBNcAJwOFJNh/okHlqZkX6cNlY1LmxYTScGeDEkf3VdFNBpWUjySF0zaK7qur+Vv53m8ZJe9zb6gtlZqZtz65LS8VZwHlJ/k63fPnsJHdiVqTZZoCZqtrR9rfTNZDMitT3beClqtpXVf8H7gfOxKxIC5lkNj44pi0JPYq5S+A+tmwYDedPwNoka5J8gu5mWQ9OeUzSYNpa3W3Arqq6ZuSpB4EtbXsL8MBIfVP7ZYE1dDeP+2ObFvpmknXtPX80coy06FXV5VW1uqpOovuueLyqNmNWpJ6q+hfwSpKTW2k98BxmRZrtZWBdksPaZ3w93b0kzYo0v0lmY/S9vkd3XbdoZhitnPYAlouq2p/kIuB3dL9McGtV7ZzysKQhnQX8EHgmyV9b7QrgSuDeJFvpLmi+D1BVO5PcS3fxvx+4sKrebcf9hO4XDQ4FHm5/0lJnVqS5fgrc1f4Z9yJwAd0/RM2K1FTVjiTbgafoPvtPAzcDR2BWtMwluRv4FnB0khngl0z2mmsbcEeS3XQzizYNcFoTk0XU3JIkSZIkSdIAXJImSZIkSZKkHhtGkiRJkiRJ6rFhJEmSJEmSpB4bRpIkSZIkSeqxYSRJkiRJkqQeG0aSJEmSJEnqsWEkSZIkSZKknvcBvXOjm56tM3kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_signal(train_df,139)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 358,
   "metadata": {},
   "outputs": [],
   "source": [
    "# I noticed in the visulized data that we have two useless noise data. We should remove these two data to get a better resault.\n",
    "\n",
    "processed_train_data =  processed_train_data.drop(labels=[134,139], axis=0).copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 442,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>9995</th>\n",
       "      <th>9996</th>\n",
       "      <th>9997</th>\n",
       "      <th>9998</th>\n",
       "      <th>9999</th>\n",
       "      <th>label</th>\n",
       "      <th>mean</th>\n",
       "      <th>var</th>\n",
       "      <th>std</th>\n",
       "      <th>median</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.074120</td>\n",
       "      <td>-0.041798</td>\n",
       "      <td>-0.010150</td>\n",
       "      <td>0.019583</td>\n",
       "      <td>0.046411</td>\n",
       "      <td>0.069736</td>\n",
       "      <td>0.089403</td>\n",
       "      <td>0.105670</td>\n",
       "      <td>0.119074</td>\n",
       "      <td>0.130229</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.034555</td>\n",
       "      <td>-0.039100</td>\n",
       "      <td>-0.044662</td>\n",
       "      <td>-0.050909</td>\n",
       "      <td>-0.057476</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.004982</td>\n",
       "      <td>0.025359</td>\n",
       "      <td>0.159246</td>\n",
       "      <td>-0.015287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.037750</td>\n",
       "      <td>-0.028476</td>\n",
       "      <td>-0.019561</td>\n",
       "      <td>-0.011557</td>\n",
       "      <td>-0.004805</td>\n",
       "      <td>0.000597</td>\n",
       "      <td>0.004766</td>\n",
       "      <td>0.007972</td>\n",
       "      <td>0.010558</td>\n",
       "      <td>0.012852</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.053684</td>\n",
       "      <td>-0.051578</td>\n",
       "      <td>-0.049528</td>\n",
       "      <td>-0.047617</td>\n",
       "      <td>-0.045840</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.001170</td>\n",
       "      <td>0.008580</td>\n",
       "      <td>0.092627</td>\n",
       "      <td>-0.027018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.534040</td>\n",
       "      <td>-0.540909</td>\n",
       "      <td>-0.547341</td>\n",
       "      <td>-0.553175</td>\n",
       "      <td>-0.558111</td>\n",
       "      <td>-0.561758</td>\n",
       "      <td>-0.563788</td>\n",
       "      <td>-0.564099</td>\n",
       "      <td>-0.562938</td>\n",
       "      <td>-0.560908</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.017167</td>\n",
       "      <td>-0.010242</td>\n",
       "      <td>-0.001594</td>\n",
       "      <td>0.008434</td>\n",
       "      <td>0.019154</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.014900</td>\n",
       "      <td>0.105747</td>\n",
       "      <td>0.325187</td>\n",
       "      <td>-0.047979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.077160</td>\n",
       "      <td>-0.068003</td>\n",
       "      <td>-0.059156</td>\n",
       "      <td>-0.051556</td>\n",
       "      <td>-0.045752</td>\n",
       "      <td>-0.041815</td>\n",
       "      <td>-0.039361</td>\n",
       "      <td>-0.037730</td>\n",
       "      <td>-0.036247</td>\n",
       "      <td>-0.034479</td>\n",
       "      <td>...</td>\n",
       "      <td>0.051193</td>\n",
       "      <td>0.040566</td>\n",
       "      <td>0.027098</td>\n",
       "      <td>0.011608</td>\n",
       "      <td>-0.004972</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.001625</td>\n",
       "      <td>0.025052</td>\n",
       "      <td>0.158277</td>\n",
       "      <td>0.017876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.065974</td>\n",
       "      <td>0.038283</td>\n",
       "      <td>0.011499</td>\n",
       "      <td>-0.013072</td>\n",
       "      <td>-0.034409</td>\n",
       "      <td>-0.051884</td>\n",
       "      <td>-0.065356</td>\n",
       "      <td>-0.075214</td>\n",
       "      <td>-0.082261</td>\n",
       "      <td>-0.087446</td>\n",
       "      <td>...</td>\n",
       "      <td>0.101731</td>\n",
       "      <td>0.093964</td>\n",
       "      <td>0.085363</td>\n",
       "      <td>0.076405</td>\n",
       "      <td>0.067358</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.002439</td>\n",
       "      <td>0.006569</td>\n",
       "      <td>0.081052</td>\n",
       "      <td>-0.024533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.032636</td>\n",
       "      <td>0.020885</td>\n",
       "      <td>0.009416</td>\n",
       "      <td>-0.000906</td>\n",
       "      <td>-0.009554</td>\n",
       "      <td>-0.016485</td>\n",
       "      <td>-0.022079</td>\n",
       "      <td>-0.026938</td>\n",
       "      <td>-0.031646</td>\n",
       "      <td>-0.036527</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.108130</td>\n",
       "      <td>-0.089270</td>\n",
       "      <td>-0.067218</td>\n",
       "      <td>-0.042938</td>\n",
       "      <td>-0.017680</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.000606</td>\n",
       "      <td>0.006909</td>\n",
       "      <td>0.083121</td>\n",
       "      <td>-0.022592</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 10005 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1         2         3         4         5         6  \\\n",
       "3 -0.074120 -0.041798 -0.010150  0.019583  0.046411  0.069736  0.089403   \n",
       "4 -0.037750 -0.028476 -0.019561 -0.011557 -0.004805  0.000597  0.004766   \n",
       "5 -0.534040 -0.540909 -0.547341 -0.553175 -0.558111 -0.561758 -0.563788   \n",
       "6 -0.077160 -0.068003 -0.059156 -0.051556 -0.045752 -0.041815 -0.039361   \n",
       "7  0.065974  0.038283  0.011499 -0.013072 -0.034409 -0.051884 -0.065356   \n",
       "8  0.032636  0.020885  0.009416 -0.000906 -0.009554 -0.016485 -0.022079   \n",
       "\n",
       "          7         8         9  ...      9995      9996      9997      9998  \\\n",
       "3  0.105670  0.119074  0.130229  ... -0.034555 -0.039100 -0.044662 -0.050909   \n",
       "4  0.007972  0.010558  0.012852  ... -0.053684 -0.051578 -0.049528 -0.047617   \n",
       "5 -0.564099 -0.562938 -0.560908  ... -0.017167 -0.010242 -0.001594  0.008434   \n",
       "6 -0.037730 -0.036247 -0.034479  ...  0.051193  0.040566  0.027098  0.011608   \n",
       "7 -0.075214 -0.082261 -0.087446  ...  0.101731  0.093964  0.085363  0.076405   \n",
       "8 -0.026938 -0.031646 -0.036527  ... -0.108130 -0.089270 -0.067218 -0.042938   \n",
       "\n",
       "       9999  label      mean       var       std    median  \n",
       "3 -0.057476    1.0  0.004982  0.025359  0.159246 -0.015287  \n",
       "4 -0.045840    1.0  0.001170  0.008580  0.092627 -0.027018  \n",
       "5  0.019154    1.0  0.014900  0.105747  0.325187 -0.047979  \n",
       "6 -0.004972    1.0  0.001625  0.025052  0.158277  0.017876  \n",
       "7  0.067358    1.0 -0.002439  0.006569  0.081052 -0.024533  \n",
       "8 -0.017680    1.0 -0.000606  0.006909  0.083121 -0.022592  \n",
       "\n",
       "[6 rows x 10005 columns]"
      ]
     },
     "execution_count": 442,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = processed_train_data.drop(['label'], axis = 1)\n",
    "processed_train_data['mean'] = temp.sum(axis = 1)/10000\n",
    "processed_train_data['var'] = pd.DataFrame.var(temp, axis = 1)\n",
    "processed_train_data['std'] = pd.DataFrame.std(temp, axis = 1)\n",
    "processed_train_data['median'] = pd.DataFrame.median(temp, axis = 1)\n",
    "processed_train_data[processed_train_data['label'] == 1]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 361,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We can find R_peaks in the signal with this function\n",
    "\n",
    "from scipy.signal import find_peaks, peak_prominences\n",
    "# noramalize the sample\n",
    "def find_R_peaks(sample):\n",
    "    sample = np.asarray(sample)\n",
    "    sample = (sample - sample.mean(axis=0)) / sample.std(axis=0)\n",
    "    # finding peaks\n",
    "    peaks , _ = find_peaks(sample, distance = 300)\n",
    "    # find prominence \n",
    "    prominences = peak_prominences(sample, peaks)[0]\n",
    "    contour_heights = sample[peaks] - prominences\n",
    "    return peaks\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# test the function for one smaple\n",
    "\n",
    "sample = processed_train_data.iloc[[1]].copy()\n",
    "sample = sample.drop(['mean', 'var', 'std','median', 'label'], axis = 1)\n",
    "sample = sample.to_numpy()\n",
    "sample = sample[0]\n",
    "# plotting peaks\n",
    "peaks = find_R_peaks(sample)\n",
    "\n",
    "plt.figure(figsize=(20, 6), dpi=80)\n",
    "plt.plot(sample)\n",
    "plt.plot(peaks, sample[peaks], \"x\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# findning all R_peaks in the training data \n",
    "\n",
    "a = []\n",
    "for label in range (41):\n",
    "    frame = processed_train_data[processed_train_data['label'] == label]\n",
    "    temp = frame.copy()\n",
    "    temp = temp.drop(['mean', 'var', 'std','median', 'label'], axis = 1)\n",
    "    nptemp = temp.to_numpy()\n",
    "    features = []\n",
    "    for item in nptemp:\n",
    "        sample_peaks = find_R_peaks(item)\n",
    "        for j in range (len(sample_peaks)):\n",
    "            if (sample_peaks[j]-200 > 0 and sample_peaks[j]+200 <10000):\n",
    "                features.append([item[i] for i in range (int(sample_peaks[j]-200) ,int(sample_peaks[j]+ 200))]) \n",
    "    a.append(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the first 50 peaks which belongs to the trainings data with label = 0\n",
    "\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "\n",
    "X_train = []\n",
    "y_train = []\n",
    "for idx, sublist in enumerate(a):\n",
    "    for item in sublist:\n",
    "        X_train.append(item)\n",
    "        y_train.append(idx)\n",
    "        \n",
    "\n",
    "plt.figure(figsize=(20, 6), dpi=80)\n",
    "for i in range(0,50):\n",
    "    plt.plot(X_train[i])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 434,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3276 3276\n",
      "score 0.9768009768009768\n",
      "[0.95731707 0.92073171 0.97560976 0.93902439 0.93292683 0.92682927\n",
      " 0.95121951 0.89634146 0.93292683 0.90853659 0.92073171 0.95121951\n",
      " 0.93902439 0.92073171 0.91463415 0.93292683 0.90797546 0.96932515\n",
      " 0.93865031 0.95092025]\n"
     ]
    }
   ],
   "source": [
    "# make list of R peaks\n",
    "\n",
    "temp = processed_train_data.copy()\n",
    "temp = temp.drop(['mean', 'var', 'std','median', 'label'], axis = 1)\n",
    "temp = temp.to_numpy()\n",
    "R_peaks = []\n",
    "# for item in temp:\n",
    "#     peaks = find_R_peaks(item)\n",
    "#     R_peaks = R_peaks.(peaks)\n",
    "a = np.array(a, dtype=object)\n",
    "# pca = PCA(n_components=390)\n",
    "# pca.fit(X_train)\n",
    "# X_t_train = pca.transform(X_train)\n",
    "clf = SVC(C= 1000, gamma= .001)\n",
    "print(len(X_train),len(y_train))\n",
    "clf.fit(X_train,y_train)\n",
    "print ('score', clf.score(X_train, y_train))\n",
    "\n",
    "from sklearn.model_selection import cross_val_score\n",
    "scores = cross_val_score(clf, X_train, y_train, cv=20)\n",
    "print(scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "metadata": {},
   "outputs": [],
   "source": [
    "# A function to process the test data which works the same as the function that processes the train data\n",
    "\n",
    "def process_test_data(df):\n",
    "    processed_df = pd.DataFrame()\n",
    "    for i in range (len(df)):\n",
    "        test = df.iloc[i]\n",
    "        test = preprocessing.filter_signal(test,cutoff = .2 , sample_rate= 500 ,order= 2 , filtertype='highpass')\n",
    "        test = preprocessing.filter_signal(test,cutoff = 20 , sample_rate= 500 ,order= 2 , filtertype='lowpass')\n",
    "        p_test = pd.Series(test)\n",
    "        processed_df = processed_df.append(p_test, ignore_index=True)\n",
    "    return processed_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>9990</th>\n",
       "      <th>9991</th>\n",
       "      <th>9992</th>\n",
       "      <th>9993</th>\n",
       "      <th>9994</th>\n",
       "      <th>9995</th>\n",
       "      <th>9996</th>\n",
       "      <th>9997</th>\n",
       "      <th>9998</th>\n",
       "      <th>9999</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.043863</td>\n",
       "      <td>-0.039367</td>\n",
       "      <td>-0.034875</td>\n",
       "      <td>-0.030696</td>\n",
       "      <td>-0.027041</td>\n",
       "      <td>-0.024001</td>\n",
       "      <td>-0.021532</td>\n",
       "      <td>-0.019485</td>\n",
       "      <td>-0.017663</td>\n",
       "      <td>-0.015890</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.062999</td>\n",
       "      <td>-0.059232</td>\n",
       "      <td>-0.055149</td>\n",
       "      <td>-0.050678</td>\n",
       "      <td>-0.045730</td>\n",
       "      <td>-0.040258</td>\n",
       "      <td>-0.034301</td>\n",
       "      <td>-0.028008</td>\n",
       "      <td>-0.021589</td>\n",
       "      <td>-0.015265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.024309</td>\n",
       "      <td>-0.019150</td>\n",
       "      <td>-0.014184</td>\n",
       "      <td>-0.009576</td>\n",
       "      <td>-0.005503</td>\n",
       "      <td>-0.002125</td>\n",
       "      <td>0.000516</td>\n",
       "      <td>0.002515</td>\n",
       "      <td>0.004015</td>\n",
       "      <td>0.005143</td>\n",
       "      <td>...</td>\n",
       "      <td>0.070442</td>\n",
       "      <td>0.066732</td>\n",
       "      <td>0.062603</td>\n",
       "      <td>0.057828</td>\n",
       "      <td>0.052133</td>\n",
       "      <td>0.045227</td>\n",
       "      <td>0.036874</td>\n",
       "      <td>0.027020</td>\n",
       "      <td>0.015930</td>\n",
       "      <td>0.004241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.072867</td>\n",
       "      <td>-0.042337</td>\n",
       "      <td>-0.013048</td>\n",
       "      <td>0.013270</td>\n",
       "      <td>0.035186</td>\n",
       "      <td>0.051830</td>\n",
       "      <td>0.063060</td>\n",
       "      <td>0.069465</td>\n",
       "      <td>0.072136</td>\n",
       "      <td>0.072193</td>\n",
       "      <td>...</td>\n",
       "      <td>0.365107</td>\n",
       "      <td>0.359059</td>\n",
       "      <td>0.350515</td>\n",
       "      <td>0.338733</td>\n",
       "      <td>0.323018</td>\n",
       "      <td>0.302817</td>\n",
       "      <td>0.277906</td>\n",
       "      <td>0.248661</td>\n",
       "      <td>0.216237</td>\n",
       "      <td>0.182432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-0.005162</td>\n",
       "      <td>-0.005176</td>\n",
       "      <td>-0.005190</td>\n",
       "      <td>-0.005204</td>\n",
       "      <td>-0.005219</td>\n",
       "      <td>-0.005233</td>\n",
       "      <td>-0.005247</td>\n",
       "      <td>-0.005262</td>\n",
       "      <td>-0.005276</td>\n",
       "      <td>-0.005290</td>\n",
       "      <td>...</td>\n",
       "      <td>0.523180</td>\n",
       "      <td>0.538606</td>\n",
       "      <td>0.545095</td>\n",
       "      <td>0.540952</td>\n",
       "      <td>0.525168</td>\n",
       "      <td>0.497639</td>\n",
       "      <td>0.459263</td>\n",
       "      <td>0.411867</td>\n",
       "      <td>0.358042</td>\n",
       "      <td>0.300939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.002081</td>\n",
       "      <td>-0.005981</td>\n",
       "      <td>-0.009400</td>\n",
       "      <td>-0.012102</td>\n",
       "      <td>-0.014064</td>\n",
       "      <td>-0.015411</td>\n",
       "      <td>-0.016308</td>\n",
       "      <td>-0.016895</td>\n",
       "      <td>-0.017292</td>\n",
       "      <td>-0.017591</td>\n",
       "      <td>...</td>\n",
       "      <td>0.054454</td>\n",
       "      <td>0.052730</td>\n",
       "      <td>0.050798</td>\n",
       "      <td>0.048629</td>\n",
       "      <td>0.046140</td>\n",
       "      <td>0.043241</td>\n",
       "      <td>0.039879</td>\n",
       "      <td>0.036074</td>\n",
       "      <td>0.031947</td>\n",
       "      <td>0.027719</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 10000 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0         1         2         3         4         5         6     \\\n",
       "15 -0.043863 -0.039367 -0.034875 -0.030696 -0.027041 -0.024001 -0.021532   \n",
       "16 -0.024309 -0.019150 -0.014184 -0.009576 -0.005503 -0.002125  0.000516   \n",
       "17 -0.072867 -0.042337 -0.013048  0.013270  0.035186  0.051830  0.063060   \n",
       "18 -0.005162 -0.005176 -0.005190 -0.005204 -0.005219 -0.005233 -0.005247   \n",
       "19 -0.002081 -0.005981 -0.009400 -0.012102 -0.014064 -0.015411 -0.016308   \n",
       "\n",
       "        7         8         9     ...      9990      9991      9992      9993  \\\n",
       "15 -0.019485 -0.017663 -0.015890  ... -0.062999 -0.059232 -0.055149 -0.050678   \n",
       "16  0.002515  0.004015  0.005143  ...  0.070442  0.066732  0.062603  0.057828   \n",
       "17  0.069465  0.072136  0.072193  ...  0.365107  0.359059  0.350515  0.338733   \n",
       "18 -0.005262 -0.005276 -0.005290  ...  0.523180  0.538606  0.545095  0.540952   \n",
       "19 -0.016895 -0.017292 -0.017591  ...  0.054454  0.052730  0.050798  0.048629   \n",
       "\n",
       "        9994      9995      9996      9997      9998      9999  \n",
       "15 -0.045730 -0.040258 -0.034301 -0.028008 -0.021589 -0.015265  \n",
       "16  0.052133  0.045227  0.036874  0.027020  0.015930  0.004241  \n",
       "17  0.323018  0.302817  0.277906  0.248661  0.216237  0.182432  \n",
       "18  0.525168  0.497639  0.459263  0.411867  0.358042  0.300939  \n",
       "19  0.046140  0.043241  0.039879  0.036074  0.031947  0.027719  \n",
       "\n",
       "[5 rows x 10000 columns]"
      ]
     },
     "execution_count": 437,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# creat the data frame of our test data\n",
    "\n",
    "ptdata = process_test_data(test_df)\n",
    "processed_test_data = pd.DataFrame(ptdata)\n",
    "processed_test_data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 438,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check test no 10\n",
    "\n",
    "test_sample = processed_test_data.iloc[[10]].copy()\n",
    "\n",
    "test_sample = test_sample.to_numpy()\n",
    "# plotting peaks\n",
    "peaks = find_R_peaks(sample)\n",
    "\n",
    "plt.figure(figsize=(20, 6), dpi=80)\n",
    "plt.plot(sample)\n",
    "plt.plot(peaks, sample[peaks], \"x\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extracting the featues and testing and finnaly voting the output\n",
    "\n",
    "count_row = processed_test_data.shape[0]\n",
    "y_test = []\n",
    "for k in range (count_row):\n",
    "    test_features = []\n",
    "    test_sample = processed_test_data.iloc[[k]].copy()\n",
    "    test_sample = test_sample.to_numpy()\n",
    "    test_sample = test_sample[0]\n",
    "    test_peaks = find_R_peaks(test_sample)\n",
    "    \n",
    "    for j in range (len(test_peaks)):\n",
    "            if (test_peaks[j]-200 > 0 and test_peaks[j]+200 <10000):\n",
    "                test_features.append([test_sample[i] for i in range (int(test_peaks[j]-200) ,int(test_peaks[j]+ 200))]) \n",
    "    output = (clf.predict(test_features))\n",
    "    output = output.tolist()\n",
    "    most_common_item = max(output, key = output.count)\n",
    "    y_test.append(most_common_item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 440,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 13, 1, 18, 24, 4, 0, 16, 20, 0, 12, 25, 34, 0, 32, 8, 17, 7, 12, 28]"
      ]
     },
     "execution_count": 440,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# RESAULT\n",
    "\n",
    "y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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